In this article, we will take a look at how to deploy an angular application to an Amazon S3 Bucket and access it via AWS Cloud Front. 

This process consists of two CI/CD steps: 
- Building the project with AWS CodeBuild 
- Configuring Continuous Integration/Continuous Delivery (CI/CD) with AWS Code Pipeline.  

## Get Started with AWS
![MicrosoftTeams-image.png](https://backend.habilelabs.io/uploads/Microsoft_Teams_image_884813d5d1.png)
### Pre-Requisites:
- Access to AWS Account  - Understanding of AWS S3, Code-Build & Code-Pipeline in order to create CI/CD pipeline.  
- Basic knowledge of CloudFront, Route 53, Certificate Manager. 



Below are the steps to follow the process:  
### Create AWS S3 bucket enabling Static Web Hosting with Public Access:

Create an S3 bucket and in General Configuration section, give the Bucket Name, the name should be unique. Keep Object Ownership as default.  

Enable public access to the Bucket by unchecking the ‘Block all public access’. This does allow access to the bucket publicly, but this doesn’t enable public access to the content/objects inside the bucket.  

Keep the rest as default and click ‘Create bucket’.  

Once the bucket is created, go inside it and we can see different configuration tabs for this bucket. Here it shows the Access level of the bucket as ‘publicly accessible’.  

- Next step is to enable this bucket, to host a website. Click on ‘Properties’ tab and find the section ‘Static website hosting’.    
- After finding the Static website hosting section, click on edit and edit the configurations there mentioned as:  
![MicrosoftTeams-image (2).png](https://backend.habilelabs.io/uploads/Microsoft_Teams_image_2_8332f19416.png)
        
Next step is to create custom bucket policy because though we enabled public access for this bucket it doesn’t allow to access the object inside the bucket to be accessed publicly.   

Click the ‘permissions’ tab and go inside. There you can find a section ‘Bucket policy’ and then, click on ‘Edit’ and add the following inside the ‘Policy’-        

```
{  
 "Version": "2012-10-17",  
 "Statement": [  
 {  
 "Sid": "PublicReadGetObject",  
 "Effect": "Allow",  
 "Principal": "*",  
 "Action": "s3:GetObject",  
 "Resource": "arn:aws:s3:::<AddYourBucketName>/*"  
 }  
 ]  
}  
```
Now, save the changes and thus we have configured our S3 bucket to host a static website that is accessible publicly.  

### Create AWS CodeBuild:

- To create CodeBuild click on ‘Create build project’.  
- In the ‘Project configuration’ section gives the build name. Always keep in mind to keep the naming convention is configurated correctly.
- Then in the ‘Source’ section, select the ‘Github’ as the ‘Service Provider’. Connect to GitHub and then it will ask your consent to connect your GitHub with AWS.  
- Then add repository URL, and set the branch you wish to use.  

In the ‘Environment’ section, update the configuration as per the requirement. Also do check the additional configuration section in order to mention Environment Variable and some other details eg : compute.  

Now comes the most important section is ‘Buildspec’. Here we configure how our project should be built to generate artifacts.   

In order to create buildspec, we have two options: 
Use a buildspec file or Insert build commands. 
We used a buildspec file. Below is the build file -

Next is to configure ‘Artifacts’. Select the type from the dropdown button and click on Update Artifact.

Once done click on ‘Create Build Project’ and run the CodeBuild and check whether the build is successful or not.  

### Create AWS CodePipeline:

AWS CodePipeline is used to automate build and deployment of our Angular _[Web Application](https://www.habilelabs.io/custom-application-development)_ to S3 bucket.  
Click on ‘Create pipeline’. Then we have to follow below steps in order to create the Codepipeline.  

- **Pipeline Settings** — General configurations for the Codepipeline, such as Name, Role etc.  
- **Source** — As the first step we have to set up the Triggering Source of the Code Pipeline. We can select the source provider, as ‘GitHub (Version 1)’ or maybe something else as well.    
- **Build** — So here we add our Codebuild as the Build provider.
- **Deploy** — The last step, which defines where to deploy the Build. So, in our case we select Amazon S3.  

Save the changes and then click on ‘Release Change’.  

Let the code pipeline to run and deploy the Angular Project. After the pipeline completed the execution, we can check the s3 bucket, there we can see angular build files.  
![MicrosoftTeams-image (3).png](https://backend.habilelabs.io/uploads/Microsoft_Teams_image_3_377ca8ab39.png)

### Create a Hosted Zone:

In our case the hosted zone was already created.   
We need to create a DNS zone that will contain a CNAME record that will forward traffic from admin.exmasbook.com to our website endpoint. 

Since our static website is in AWS, we can use AWS Route 53 to serve as our domain’s DNS provider.  

### Request for Secure Socket Layer (SSL) Certificate:
- Search for Amazon Certificate Manager (ACM) and click on get started Request a Certificate and select Request a public certificate.
- Enter the domain name we registered earlier and keep rest other parameters as it is. Click on Request button.   
- In order to validate the domain, we need to add a CNAME record to the DNS configuration of our domain.   

Setting up the record depends on the provider. But since we have created a hosted zone in Route 53 earlier, click on the Create record in Route 53 button. Doing so will automatically add the record to the hosted zone.  

- Click on the Create button in the pop-up window to finalize creating the record in Route 53 and click on Continue button.   
- Next, we can see the Pending validation status, which indicates the certificate manager is trying to validate the ownership of the domain. 

Once validate, the license will be issued, and the status will change to Issued.  

### Use CloudFront to serve a static website hosted on Amazon S3:

- To serve a secure version of the website, we can use Amazon CloudFront which are AWS Content Delivery Network (CDN) service to serve the content of your static website being hosted on Amazon S3.
- Create a CloudFront distribution.   
- Set an origin domain by entering the S3 bucket endpoint in the Origin domain field. The origin domain indicates where our website content is stored.   
- In the Default cache behaviour section select the Redirect HTTP to HTTPS option under Viewer protocol policy.  
- In the Settings section click on Add item and set our domain name for secure access to your website rather than the domain name CloudFront assigns to the distribution.  
- Write domain name (admin.examsbook.com) in the input field below the Alternate domain (CNAME) section. Also, select the certificate that was issued to our domain earlier in the Custom SSL certificate field.  
- Next, in the default root object field and input the default home page name. We can see below that index.html is the default home page.  
- Leave the rest of the settings default when distributing a static website in CloudFront. Click the Create distribution button at the bottom to create the distribution.  

Finally, copy the distribution’s domain name in the Domain name column, and paste it in a browser’s address bar to test if our website shows as secure. We should see our website’s home page displayed by default.  

### Setting up Our Domain with CloudFront:
CloudFront is still directing traffic to our S3 bucket endpoint; it’s not using our custom domain. 

We want to use our own domain in order to distribute our website instead of the one provided by CloudFront. If so, we need to create an CNAME record for the domain name we previously registered.  

- Click on Hosted zone under DNS management in Route 53 dashboard to access our hosted zone(s) list.  
- On the Hosted zones page, click on your domain name in the table. Doing so will redirect us to a page where we’ll create a CNAME record type. CNAME record routes this domain’s incoming traffic to your CloudFront distribution.  
- Now, select your CloudFront distribution domain name in the Choose distribution field, and click on the Create records button.   

Once the record is successfully created then we can navigate to our website via the custom domain you configured.  

## Conclusion
Throughout this article, we’ve learned how to use some _[AWS services](https://www.habilelabs.io/managed-aws-services)_ to host our static website. 

We’ve also experienced securing our website with an SSL certificate and optimizing our website’s distribution with CloudFront.  

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How to Deploy Angular Web Deployment

As the employment landscape rapidly evolves, it is becoming increasingly important for organisations to refine their hiring process in order to attract and retain top talent. With a need for better manpower growing more urgent every day, businesses must be able both maintain existing roots while continually onboarding fresh new additions that can bring something unique to roles unavailable before. 
Careful consideration on how best to facilitate this balance is paramount if any company wants to remain competitive within its respective industry.

With the tech sector booming and likewise putting novel demands on the recruitment process, meeting hiring challenges has become increasingly complex. Connecting with qualified applicants who have the right **[skillset](https://www.habilelabs.io/blog/soft-skills-an-important-aspect-of-a-developers-life)** is a challenge when the competition for talent can be fierce.

High employee turnover rates also create obstacles that recruiters must work to overcome, making it necessary to ensure candidates fit the job requirements as well as company culture. In addition, accurately assessing technology skill-sets often requires staffing specialists with in-depth experience in the area. 

It’s more important than ever for recruiters to collaborate with internal stakeholders to effectively navigate findings and solutions during their hiring process.

Some of the factors contributing to these challenges in the IT sector are -

### - Candidate's Choice :
It is hard to find a quality candidate nowadays, besides this candidates have their own choices on salary, job role and  job location. Candidates hold multiple offers that give them the power to negotiate for more. 
### - Work From Home / Hybrid Work Mode :
Pre-COVID, candidates invested considerable thought into considerations such as job location and home proximity. Nowadays though, the IT industry is dominated by virtual work - prioritizing comfort in lieu of traditional workplace concerns. As a result, prospective employees are presented with significantly altered criteria to weigh up when deciding on their desired career opportunity.
### - Salary Against Experience:
Employees now feel a lack of engagement with their workplace, but still seek out higher salaries when considering new opportunities. Companies need to ensure that perks and benefits match modern job expectations in order for them to compete for the best talent on offer today. 
### - Back-Outs:
Despite their best efforts, recruiters are often met with apathy when candidates abruptly 'back out' of interviews and job offers. This lackadaisical attitude can have a profound impact on the talent acquisition process, creating frustration for all involved!

![tech_recruitment_ 1.png](https://backend.habilelabs.io/uploads/tech_recruitment_1_c353243cb3.png)

### - Stability:
In our current industry and market, job hopping is quickly becoming the norm rather than an exception; candidates are not content with long-term associations anymore but instead strive for quick successes through frequent changes in employment. As a result, businesses must temper expectations of employee loyalty to keep up with this modern trend towards shorter tenure placements.
### - Notice Period Duration:
During the notice period, candidates thrive to make the most of their situation and leverage it for more opportunities. They are highly motivated to seek out better prospects while still fulfilling their obligations in order to gain a desired outcome. 
### - Multiple Offers:
In today's competitive job market, top candidates are receiving multiple offers. This can present a challenge for recruiters as once the candidate has resigned from their current role they may be considering other options even after proper coordination on our behalf. Money matters can make or break employment decisions in this landscape.
### - Hiring within tight deadlines:
With an accelerated timeline, thoughtful planning and clear communication are paramount in making sure that all parties involved have the opportunity to gain a good understanding of the role, hiring team, and organization. Meeting pre-work should focus on items that yield the most information for a timely decision and meeting time should be used wisely for constructive dialogue. 


## Wrapping Up!
Recruiting for the technology sector is a complex process, with demands for highly-skilled professionals and unexpected skill gaps. To succeed in this competitive field, recruiters must be able to quickly source qualified candidates as well as create long-term relationships that benefit both employers and employees over time. A clear **[understanding of skills](https://www.habilelabs.io/blog/how-to-improve-your-communication-skills-effective-tips)** required will further assist recruitment personnel in meeting their goals while providing the necessary training or learning opportunities when needed - ultimately resulting in successful hires across all areas of tech industry expertise.

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8 Major Hiring Challenges in Tech Recruitment

AI and ML testing is a process of evaluating the performance and accuracy of AI and ML systems. 

It involves testing the system's ability to learn from data, make predictions, and adapt to new situations. It is becoming an increasingly important aspect of software testing as the use of AI and ML in various industries, such as healthcare, finance, and retail continues to grow. 

Testing AI and ML systems require a different approach than traditional software testing as it involves testing the system's ability to learn and adapt, rather than testing its functionality. This includes testing the data sets used to train the system, testing the system's ability to handle edge cases, and testing its performance under different conditions. 

The future of software testing will likely involve more use of AI and ML to automate and improve the testing process, making it more efficient and effective. 

## AI & ML Testing: What You Need To Know Before Diving In?

There are several key factors to consider when testing AI and ML models, including: 

- Data quality: The quality of the data used to train and test the model is crucial to its performance. It is important to ensure that the data is representative of the problem being solved and that it is free from errors and biases. 
- Test design: The test design should be carefully planned to ensure that the model is being evaluated on a representative set of data and that the results are meaningful. 
- Metrics: The metrics used to evaluate the model's performance should be chosen carefully and should be appropriate for the task at hand. Common metrics include in AI & ML are accuracy, precision, recall, and F1 score.
- Model interpretability: The ability to interpret and understand how the model is making its predictions is an important aspect of AI and ML testing.
- Model robustness and safety: It's important to evaluate the robustness and safety of the model, and it should be tested to ensure it can handle a wide range of inputs and edge cases. 
- Continuous monitoring: AI and ML models should be continuously monitored and retrained as new data becomes available or the underlying problem changes. 

## Understanding The Basics of AI & ML Testing For Quality Assurance

AI and ML testing for quality assurance involve testing the accuracy and performance of AI and ML models to ensure they function as intended. This can include testing the models' ability to learn from data and make accurate predictions, as well as testing for potential biases and errors. There are a variety of tools and techniques that can be used for AI and ML testing, including unit testing, smoke testing, sanity testing,  regression testing, and testing the models against a set of known inputs and outputs. It's also important to test the model's performance on real-world data, as well as monitor its performance over time. Overall, the goal of AI and ML testing is to ensure that the models are reliable, accurate, and fair. 

### The Automated Way of Testing AI & ML Models - A Comprehensive Guide

Automated testing of AI and ML models involves using software tools and scripts to test the models in a systematic and repeatable way. This can include unit tests to test individual components of the model, as well as integration tests to ensure that the model works correctly when integrated with other systems.

![ai_and_ml_1.jpg](https://backend.habilelabs.io/uploads/ai_and_ml_1_bb27d9dce4.jpg)

Here are some steps for creating an **_[automated testing](https://www.habilelabs.io/blog/automation-using-cypress-end-to-end-testing-tool)_** framework for AI and ML models: 

- Define the test cases: Identify the inputs and expected outputs for each test case. 
- Implement the tests: Use a testing framework such as PyTest or TensorFlow's testing library to write the tests. 
- Set up a test environment: Create a test environment that includes the necessary dependencies and data sets. 
- Run the tests: Use a tool such as Jenkins or Travis CI to automatically run the tests on a regular basis. 
- Monitor the results: Use a tool such as TensorBoard to track the results of the tests and identify any issues. 

## What You Need to Know About AI & ML Testing: Pros and Cons?

### AI and ML testing has several advantages:

- Increased Accuracy: AI and ML systems can be trained to recognize patterns and make predictions with a high degree of accuracy. Testing these systems can help ensure that they are working as intended.
- Improved Efficiency: AI and ML systems can automate repetitive and time-consuming tasks, which can increase the efficiency of the testing process.
- Better Decision Making: AI and ML systems can help identify and prioritize potential issues, allowing for more effective decision making during the testing process. 

### However, AI and ML testing also has some drawbacks:

- Complexity: AI and ML systems can be complex and difficult to test, requiring specialized knowledge and tools. 
- Limited Visibility: It can be difficult to understand how AI and ML systems make decisions, making it challenging to identify and debug errors. 
- Data Bias: AI and ML systems can be biased if the data used to train them is not diverse and representative. 
- Costly: Setting up a testing environment for AI and ML can be costly, especially if specialized tools and personnel are required. 


## Conclusion:

Overall, AI and ML testing can be beneficial for ensuring the reliability and accuracy of these systems, but it also requires specialized knowledge and resources. 
Testing AI and ML models is a critical step in the development process that helps ensure that the models are accurate, robust, and safe to use in real-world applications.
It's important to have good test coverage, have a good understanding of the model and the input data, and also check the results of the model for any unexpected/wrong predictions. 
It's also important to test the model in a production-like environment, and also to monitor the performance of the model over time. Additionally, you should also consider testing the model in different scenarios and under different loads to ensure that it can handle different edge cases. 

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AI & ML Testing: Future of Software Testing?

Creating a strong and recognizable brand can be a challenge for any business, but it is essential for success. In today's competitive marketplace, having a well-developed and comprehensive brand is key to standing out from the crowd.  

Crafting a strong brand identity is a key step in gaining recognition, credibility, and trust in the marketplace. Whether you're a small business or a large corporation, it's essential to have a comprehensive strategy for enhancing your branding. 

When it comes to creating a successful business in today’s competitive world, branding is essential. But, what exactly is branding? 

## What is Branding?
Branding is the process of creating an identity and value for your business that helps to differentiate it from the competition.  

Branding is much more than just a logo or a catchy slogan; it’s the entire experience that customers have with your business from the moment they first hear about you to the moment they purchase your products or services. 

At its core, branding is about creating a message that resonates with your target audience. It’s about creating an emotional connection with your customers. It’s also about creating a consistent message across all your marketing channels, from your website to your email campaigns. 

Branding is also about the values of your organization. It’s about creating a unique identity that will make customers feel connected to your organization. Branding should be centered around the values that you believe in and want to share with your customers. 

Your brand should be clear, consistent, and attractive to consumers. It should be an extension of your business, conveying the values and mission of your company through visuals, messaging, and customer service. 

Building a strong brand involves creating a unique logo, developing a brand voice and message, and creating a unified brand experience across all marketing channels. 

A successful brand will create an emotional connection with your target audience, inspire loyalty and trust, and ultimately, drive more sales. 

Branding is an ongoing process of evolution and refinement as your **_[business grows](https://www.habilelabs.io/blog/evolution-of-business-through-tech-tools)_** and changes. It’s important to keep your branding up to date, as it should be representative of the company you are today and the company you want to be in the future. 

## Steps for Successful Branding Strategy

![brand enhancing](https://backend.habilelabs.io/uploads/internal_image_branding_d99c3b2cca.jpg)

Whether you’re just starting out or have been in business for years, developing a strong brand is essential for long-term success. And, with the right strategy and approach, you can create a brand that will help you stand out in a crowded marketplace. 

Branding is an essential component of any business, organization, or individual. It is the way you communicate your values, beliefs, and mission to the world, and it plays an important role in helping you differentiate and stand out from the competition.  

The key to a successful branding strategy is to have a clear understanding of who you are, who your target audience is, and how you want to be perceived. To create a successful brand, you need to have a comprehensive [SEO strategy](https://learn.habilelabs.io/a-complete-seo-guide-for-web-developers-2eec6fe44217?source=collection_home---4------11-----------------------) and well-defined plan that will help you reach your goals. 

To help you get started, here are some of the best practices you can use to enhance your branding and create a powerful brand identity -

### 1. Establish a clear vision and mission

Your branding should start with a clear vision and mission. This will help you define the purpose, values, and message of your brand. 
Ensure that these are clear and concise, and that they reflect the essence of who you are and what you want to achieve. 

### 2. Define your target audience

Knowing who your target audience is and understanding their needs, wants, and expectations will help you create an effective branding strategy by making sure that your message resonates with them. 

### 3. Develop a unique voice and tone
Your brand's voice and tone should be unique and consistent, so that it stands out from the competition and resonates with your target audience. 

### 4. Create a memorable logo

Your logo is one of the most important elements of your branding, as it is the visual representation of your business. It should be simple, memorable, and recognizable, and it should effectively communicate your brand's message. 

### 5. Utilize all available platforms
In today's digital world, it is important to take advantage of all available platforms to maximize the reach of your branding. This includes social media, websites, email marketing, and other digital marketing channels. 

### 6. Focus on customer experience
Your branding should focus on creating a positive customer experience. This starts with your customer service and extends to your products, services, and overall interactions with your customers. 

### 7. Stay consistent

Consistency is key for successful branding. Make sure that all your branding elements, including logos, content, designs, and messaging, are consistent across all platforms. 

## Wrapping Up!

Branding is an important part of establishing a successful business or organization, and following the best practices outlined above will help you create a successful branding strategy.  

Creating a successful brand requires effort and dedication. But, by following these best practices, you can create a strong brand identity that resonates with customers and sets you apart from the competition. 

By understanding who you are and who your target audience is, and by utilizing all available platforms and staying consistent, you can ensure that your brand stands out from the competition and resonates with your target audience. 

By following these best practices for branding, you can create a powerful brand for your business that will help you stand out from the competition, create an emotional connection with your customers, and build trust.  
Good luck!


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Introduce your brand to the world!

Best Practices to enhance your Branding 

The honeypot concept originated in the cybersecurity industry to attract, capture, and monitor cybercriminals. With the rising demand for security against cyber threats, honeypots are gaining popularity across the globe. 

## What is a Honeypot?

A honeypot is a security system created to draw attackers. It is a crucial network-attached tool that helps information security experts and defenders analyse network-based threats more thoroughly. A honeypot poses as a poorly managed, high-value asset or server that could be targeted by cyber attackers online. It gathers information about any efforts by illegitimate users to get into the Honeypot and alerts defenders of these attempts.

## How Does a Honeypot Work?

Honeypots are installed on decoy servers inside the demilitarised zone (an isolated network area) to make it appear legitimate to the hacker. They employ standard protocols and execute realistic functions. Furthermore, at times, they use fake data to look more credible.

A honeypot fools cyberhackers into thinking it's a valid target by looking like a real computer system loaded with apps and data. For instance, a honeypot could imitate a business's customer billing system, which is frequently targeted by hackers looking for credentials for credit cards.
Once the Honeypot succeeds in engaging the hackers, their activities can be easily monitored, and their behaviour can be examined for hints on how to make the real network even more secure.


## Who are the Common Users of Honeypot?

Honeypots are frequently used by large businesses and organisations engaged in cybersecurity investigations to recognise and protect against assaults from threat actors. 

## Types of Honeypots

Cybersecurity experts employ different types of honeypots to detect different cyber threats:

### • Honeypot Email Addresses:
These are email traps or junk mail traps that hide a bogus email id in a spot that only an automated address extractor can find. Because the address isn't utilised for anything other than the spamming trap, any message sent to it is guaranteed to be spam. Thus, all communications that contain similar content as those sent to the spamming trap can be automatically prohibited. Also, the spammers' source IP addresses can be added to a block list.

### • Spider Honeypot:
    The purpose of a spider honeypot is to capture web crawlers, also known as spiders, by constructing web pages and URLs that are only visible to automated crawlers. You can learn how to block harmful bots and ad-network crawlers by identifying crawlers.

### • Malware Honeypot:
    It imitates software applications and APIs to attract malware attacks. The attributes of the malware can then be examined to create anti-malware software or to fix API vulnerabilities.

    • Database Honeypots: 
### An organisation's security team may install a honeypot to serve as a dummy database that alerts users to hackers attempting to take advantage of software vulnerabilities. Attackers who succeed in penetrating firewalls can be lured to and diverted by the dummy databases.

Also, based on strategy, there are three types of honeypots:

### • Simple/pure Honeypot:
    This extensive production system includes simulated sensitive data and documents. It is the simplest of the three honeypot types, but it is also the most complicated. Because of this intricacy, it is harder to manage a simple honeypot.

### • Low-interaction honeypot:
    The honeypots mimic the most prevalent attacks on a network: basic protocols like TCP/IP, which are most likely to be requested by a hacker. Because a low-interaction honeypot is less complex, it is safer, but it is also easier to detect if it is fake. Thus, it is beneficial for tracking less complicated threats like bots and malware.

### • High-interaction Honeypot:
    High-interaction honeypots work by getting attackers to try to get root access or administrative access to a server. An organisation can monitor a hacker's activities closely if they have administrative access to a decoy system.
    
## Honeypot- Uses

This decoy-based intrusion-detection technology has several uses. Observing traffic entering a honeypot system can provide the following information:

- the source of cybercrime
- cybercriminals' method or patterns of operation 
- the intensity of the threat
- data or applications that are of interest to them
- cybersecurity measures you have in place to prevent cyberattacks

## Benefits of Using a Honeypot:

- Honeypots are resource-light since they only deal with a small volume of traffic.
- It is easy to set up a honeypot using outdated PCs that you no longer use.
- In terms of software, various pre-written honeypots are accessible through public repositories, significantly minimising the amount of internal work required to set up a honeypot.
- The rate of false positives in honeypots is minimal.
- Cybercriminals are constantly improving their intrusion capabilities. A honeypot helps cybersecurity experts and security teams gain knowledge of various cyber attacks and identify emerging attacks and vulnerabilities.
- Also, honeypots make excellent training tools for technical security personnel. A honeypot offers a secure environment for studying various vulnerabilities and demonstrating how cybercriminals operate.
- Furthermore, with a honeypot, security personnel may concentrate entirely on the threat without being diverted by actual network activity.

![blogimagw – 7 (1).jpg](https://backend.habilelabs.io/uploads/blogimagw_7_1_7b3d680055.jpg)


Nonetheless, the expense of managing a honeypot can be substantial, in part due to the skill sets required to create and play a system that appears to unveil an organisation's network resources while prohibiting intruders from gaining entry to any production systems.

Last but not least, by setting up a honeypot, you are helping other computer users as well. It takes hackers longer to waste their efforts on honeypots, so they have less time to hack live systems and cause real harm.

## Honeypot-Challenges

Although Honeypot is a boon for averting cyberattacks, it has its own share of challenges:

- A good, properly configured honeypot will dupe cybercriminals/hackers into assuming they have got access to the actual system. It will be identical to your actual systems in terms of data fields, logos and login alerts. However, Honeypots are not 100% foolproof. If a hacker successfully identifies a honeypot, they can target your real systems while keeping the Honeypot unharmed.
- A cyber attacker can create spoof attacks using Honeypot fingerprinting to divert attention from a real exploit targeting your production systems.
- Attackers could also gain access to your systems through honeypots. That's why honeypots cannot substitute intrusion detection systems and firewalls, which provide satisfactory security controls.
- Also, the Honeypot may serve as an entry point for further intrusion. Therefore you must ensure it is well-protected. You can protect your live system from attacks directed at your Honeypot with a honeywall-the simplest means of safeguarding your Honeypot from malicious attacks.

As a whole, honeypots have far more benefits than risks. The threat of hackers is often considered imperceptible. However, with honeypots, you are able to monitor their activity in real-time and prevent them from gaining access. 

## Wrapping Up

Given the benefits of a honeypot, it is recommended that every organisation leverage these network-connected tools. This network security technology forms an essential component of a comprehensive **_[cybersecurity strategy](https://www.habilelabs.io/blog/role-of-ethical-hacking-in-cyber-security)_** in today's digital environment. This tool can be used by organizations as an additional layer of protection, along with firewalls and other security mechanisms, to safeguard networks from hackers.

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What is a Honeypot? Do you have one of these at work?

**N**etwork security tools help businesses protect sensitive information besides ensuring their credibility. Every company needs network security tools to assess network risks.


Before delving into the importance of network security tools, let’s first understand what network security is and why it is crucial for businesses.



Network security refers to a set of technologies, policies, and practices implemented to safeguard the integrity and usability of an organisation’s infrastructure by preventing outside threats from entering the network.



Moreover, it involves identifying unauthorised access to computer resources, misuse of those resources, or modifications to those resources, and denying access to them.

## Increasing Rate of Cyber Crimes



The increasing number of malicious hackers seeking to attack computers and other internet-enabled devices emphasises the need for cyber security.



Cybercrimes in India are increasing at an alarming rate, like many other countries.



>There were 2,08,456 cyber-related crimes reported in the country in 2018. Moreover, 2,12,485 cases were reported in the first two months of 2022 alone, surpassing the total number of cases reported in 2018.



The proliferation of cyber threats requires every organisation, regardless of size, to implement effective network security solutions.



## What are Network Security Tools?



As today’s network architecture has become more complex, attackers are constantly tracking vulnerabilities and looking for new ways to exploit them.



Such vulnerabilities can exist across various areas, including data, devices, applications, locations, and users. Several network security tools are available today to address this issue.



Network security tools protect networks, sensitive data, and critical infrastructure for business. Such tools are of two types–software-based and hardware-based. They help address individual threats, exploits, and non-compliant regulatory issues.



IT Security teams of an organisation use various network security tools depending on the specific security issue they are looking to resolve. For example, perimeter network security tools help prevent network-based threats from entering the environment.



Tools such as firewalls, intrusion detection systems, and network-based antivirus programs fall under this category. Likewise, advanced network security tools like packet analysers and network mappers are usually used to detect potential vulnerabilities in DDoS and spear phishing attacks.



The multifaceted nature of cyber attacks and their extended execution period have created weaknesses in traditional threat prevention methods.



Therefore, malware detection and response tools have become increasingly critical to detect and prevent malicious activity on the network resulting from non-malware attacks.



Considering the intensity of phishing attacks and email scams witnessed over the last few years, it is evident that businesses need more than a perimeter-focused security approach to manage their exposure to risks.

## Benefits of Network Security Tools


![Information_Technology_1.webp](https://backend.habilelabs.io/uploads/Information_Technology_1_5686411d6f.webp)


Here are a few benefits of network security tools:



- Network security tools help protect client data and information
- Ensure the security of shared data
- Protect the network from cyber threats by ensuring reliable access. Different levels of access can be granted to other users with network security tools
- Minimises overhead expenses
- Ensures reliable network performance
- Provides protection against data breaches and other security threats



## Types of Network Security Tools


Here are some critical network security tools that every organisation must use:


### - Firewalls


Network Security strongly depends on Firewalls, especially Next-Gen Firewalls, which focus on blocking malware and application-layer attacks.


They analyse each message and block those that violate the specified security parameters; hence, firewalls are essential to daily computing. Besides controlling incoming and outgoing network traffic, firewalls also prevent malicious traffic from entering the network.


There are several ways to implement a firewall, including software, hardware, or a combination of both.


Nevertheless, firewalls have certain limitations, as skilled hackers can easily replicate firewalls. Despite this limitation, firewalls effectively protect less complicated cyber attacks on network systems.

### - IDS/IPS and Sandbox



IDS (Intrusion Detection System)/IPS (Intrusion Prevention System) are network security tools that offer protocol analysis.


These tools are installed behind firewalls and provide protocol analysis for compliance audit against the protocol’s publicly declared specifications. These network security tools can also match signatures on different parts of a data packet.


A sandbox is similar to an IDS/IPS but doesn’t need signatures to function. By emulating an end-system environment, a sandbox can determine whether malware objects are trying to perform port scans.


### - Antivirus software program


It is designed to identify, prevent, and eliminate viruses such as Trojan, worms, spyware, rootkits, adware, ransomware, keyloggers, or other malware threats on a PC, IT systems, or network.


The auto-update feature in an antivirus program enables it to detect viruses and new cyber threats regularly. Antivirus software programs can also scan emails to ensure they are free from malicious attachments and web links.



### - Public Key Infrastructure


Also known as PKI, this network security tool helps users and computers to exchange data securely over the internet.


It also verifies the authenticity of the other party. Besides encrypting server communication, PKI controls the distribution and detection of public encryption keys.


It can solve myriad cybersecurity problems and, therefore, is a must-have network security tool for an organisation’s network security.


### - Managed Detection and Response Service (MDR)



Cyber Criminals and hackers use sophisticated software to attack an organisation’s security. Thus, businesses must stay vigilant and equip themselves with more robust cybersecurity tools.



Managed detection and response helps with security monitoring, incident response, incident analysis, threat intelligence, and threat hunting. The tool is ideal for organisations with limited resources that want to improve their ability to detect and respond to threats.



### - Load Balancer



It plays a crucial role in the age of cloud computing. Using a load balancer’s offloading functionality, an organisation can defend itself against distributed denial-of-service attacks.



A public cloud provider transfers attack traffic from the corporate server to the public cloud.

## Network Security Tools — A Few Challenges


![Information_Technology_2.webp](https://backend.habilelabs.io/uploads/Information_Technology_2_b3bb3284da.webp)


Network security tools have their own share of disadvantages as well. For instance, password authentication takes a lot of time.


To ensure security, such tools often require dual authentication using two different passwords for accessing any document. Additionally, the tool often directs users to type in several sample passwords before finalising one, which takes a lot of time.


Also, network security systems can be costly to install. Especially for smaller networks, purchasing network security tools and installing them can be expensive as network security involves the protection of a network of computers storing vast volumes of data. Therefore, a high level of security is definitely going to cost more.


Furthermore, managing large networks requires proficient technicians capable of tackling security issues. Thus, businesses must hire a skilled network administrator to ensure the network’s seamless functioning. Also, they must be trained to upgrade their skills.


In a world plagued by cyber threats, network security tools, despite their disadvantages, are a boon for businesses. As a result, the advantages of such tools outweigh their disadvantages.



## Wrapping Up!



Network security should be a priority for any organisation that uses networks and systems. Besides safeguarding an organisation’s data and assets from being misused, network security tools also control network traffic effectively.


Further, such tools enhance the performance of networks and ensure the maintenance of security across company staff, while also enhancing security when sharing data.



Are you looking for further advice on improving security in your organisation? Please reach out to us, our team would be happy to assist you.

Information Technology - Network Security Tools

small_Information_Technology_Feature.webp

thumbnail_Information_Technology_Feature.webp

Protect your network from ever-growing threats!

Information Technology — Network Security Tools

**R**efine/Refine.dev is a React-based framework that makes it easy to build data-driven web apps.



Developers can use this robust platform to enhance their productivity by creating and releasing the best web apps in record time. The Refine framework includes helper hooks, components, and providers.



There are two powerful, enterprise-grade UI frameworks built into the refine framework —

- Ant Design-a user interface toolkit for businesses; and
- MUI or Material User Interface
- Due to its headless design, Refine offers developers ultimate customisation and styling control. Some popular tools that integrate with the Refine framework include React, TypeScript, Firebase, Next.js, and NestJS.



Civan, Eren, and Omer have founded the Refine framework. The trio has been actively participating in the open-source community since 2018. They developed the Refine framework initially for internal use but have now turned it into a product with a loyal following.



Building on the existing integrations and ensuring robust enterprise-level security, Refine is developing additional features, such as export projects, Git syncing, SLA functions, and on-premise deployments, necessary to service enterprise customers.


In a short timeframe, the Refine framework, with its well-defined go-to-market strategy and a burgeoning developer community, has already differentiated itself and answered most of the most challenging questions about scalability in low code.

## UI Components are Excluded by Default in Refine


Since Refine is a headless Framework, UI Components are not included by default. This framework supports two ways of adding UI elements:



- Using UI libraries, like Tailwind and Chakra UI.
- Implementing comprehensive UI Frameworks, such as Ant Design, Material UI, Mantine, Chakra UI etc.


## Functions of Refine.dev


A high-level frontend framework can save you a lot of time, but they compromise flexibility and speed. Hence, developers have come up with the “Refine” approach after years of working on popular frameworks and B2B frontends.



Getting started with Refine is quick and easy since it has many prebuilt functionalities. Some crucial functionalities include networking, routing, authentication, state management, and internationalisation.



With Refine’s application productivity platform, organisations can build data-intensive applications such as admin panels, internal tools, and dashboards. In addition, built-in SSR (Server Side Rendering) support is being added to bolster its viability for public-facing applications. An example could be food delivery services, illustrating how Refined can be used to build both customer-facing and admin-facing apps for a delivery service.


Refine simplifies CRUD operations by eliminating repetitive tasks. Additionally, it allows users to quickly develop web apps without sacrificing extreme customizability. Applications include admin panels, B2B applications, and dashboards, among others.


![Refine_1.webp](https://backend.habilelabs.io/uploads/Refine_1_e988e642d7.webp)

## Features of Refine.dev


- A Robust User Interface: The current version of refine.dev integrates seamlessly with the Ant Design System. However, future versions of the software will support multiple UI frameworks.
- Requires No Configuration: Easy setup with Superplate. With refine. dev, starting a project takes less than a minute.
- Comes with a Boilerplate-free Code: Due to its boilerplate-free code, the Refine. dev framework is easy to understand and maintain.
- Complete Set of Features: It offers a complete set of features, including routing, networking, authentication, state management, i18n, and UIs.
- Agnostic to backends: Refine is compatible with any custom backend. It supports GraphQL backend or REST APIs, Strapi, NestJs CRUD, Airtable, Nhost, Hasura, Directus, Supabase, Firebase, and Altogic. In addition, it supports any UI-Kit design or custom design. Also, Refine features don’t interfere with your UI structure or restrict it in any way. You can customise Refine’s UI based on your specific needs.
- Native Typescript Core: Plain Javascript can always be turned off.
- Decoupled UI: Decoupled UI: Each UI component is exposed directly without being wrapped in an encapsulation layer. The elements of the UI are entirely under your control.
- Built-in Support: Refine offers built-in support for NestJs CRUD, Airtable, Strapi, Strapi GraphQL, Supabase, and Altogic.

## Advantages of Refine.dev


- Refine helps build data-heavy apps quickly. With the Refine framework, you can set up your system in just 1 minute using a Command Line Interface (CLI) program. It ensures faster development times and a higher level of performance. It has also demonstrated a significant reduction in the size of projects.
- It gives developers 100% control over their projects. Backend or workflow constraints are not an issue with Refine.
- By combining several popular libraries in Refine, you can simplify the process of web development.
- It prevents low-code vendor lock-in completely.
- It allows developers to integrate and add unlimited third-party modules. In addition, it allows developers to use their own source control, continuous integration, and continuous delivery systems.
- With it, developers can deploy their applications anywhere, including in the edge and cloud.
- Refine helps lessen developer tension in areas like routing, authentication, and state management.
- Refine makes the codebase more compact by removing redundant reducers, actions, and unit tests.
- Its built-in features help developers create a simple web application demonstrating user authentication and routing.
- Refine’s greatest strength is its complete control over the user interface.
- It’s great for applications that need to process large volumes of data, like admin panels and dashboards, and it provides database support for REST and GraphQL, including Strapi and NestJS CRUD.

Refine strongly believes in three aspects of an application:

- >API Networking
- >State Management, and
- >Authentication & Authorisation


These are the most critical elements of a data-intensive front end and need to be handled with a robust approach taking the best practices into account.

This React-based framework also guarantees a flawless implementation of building blocks so that developers can focus on the core of the project.



The Refine framework uses hooks extensively for interfacing with its different components. It relies on React Query for caching, data handling, and state management. APIs and external sources are accessed via providers, which are actually plug-in components for facilitating extendability.



## Wrapping Up



Refine core is an open-source framework that will remain free for the foreseeable future. In addition to its strong community of maintainers and contributors, it has also developed a large user base in a short time.



Even though the Refine framework is currently in its infancy, its functions and benefits will soon make it a must-have tool for developers to design interactive apps.



To know more about the Refine framework, reach us at Habilelabs . Our team will be happy to assist you.

small_Refine_feature.webp

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Eliminate repetitive tasks & develop rapidly with “refine” !

All about Refine. dev

**T**roubleshooting involves examining and correcting problems with a computer system using a systematic approach. Essentially, it is the process of fixing problems so that a machine or product can continue functioning smoothly.


In simple words, troubleshooting aims at finding out why something is not functioning as intended. At the same time, it provides a solution to specific problems.


Every company, irrespective of size, relies heavily on technology to function seamlessly. However, companies must also be familiar with common troubleshooting tricks to troubleshoot common technology-related problems.


A high-performance troubleshooting process makes life easier for everyone. However, several false and destructive myths prevent organisations from adopting high-performance troubleshooting methods. The article explains each myth in detail to clear up all your misconceptions.


## Some Common Misconceptions in Troubleshooting


![Troubleshooting_Myths_1.webp](https://backend.habilelabs.io/uploads/Troubleshooting_Myths_1_1b9ef4f085.webp)

Now let’s look at some of the myths surrounding troubleshooting:


### ❌ Troubleshooting requires a skilled professional familiar with the system



This is the most common myth that drives companies to hire technical specialists without considering their knowledge of troubleshooting processes and mindset.


Troubleshooting requires more than technical expertise. Companies must understand that an individual’s technical skills do not guarantee their mindset for troubleshooting.


The key to troubleshooting a machine or system is to understand the device, perform the necessary tests, and use a relevant troubleshooting method.


Additionally, with well-written troubleshooting documentation, even a novice can identify the problem’s root cause without prior troubleshooting knowledge.


### ❌ Troubleshooting depends on the machine that needs to be fixed


This is yet another absurd myth. A single organisation may have different devices and systems. Troubleshooting is, however, the same across all platforms.



If you apply a logical and analytical approach, you can quickly fix any machine or system.


### ❌ Either you can troubleshoot or you can’t


Many people believe that either a person can troubleshoot or they cannot. This is yet another ridiculous myth. A person’s abilities can either improve with practice or deteriorate due to insufficient practice.


On the other hand, some people think they can troubleshoot every machine or system since they do it regularly. This is another wrong assumption.

### ❌ Troubleshooters are born, not made



Many people believe that troubleshooters are not taught or coached on troubleshooting. This is another myth, as troubleshooting involves logical procedures and analytical skills.



Troubleshooting requires a combination of attitude, resilience, and a purposeful mindset, which can be easily taught and mastered. If a person has the willingness to learn, they will be able to master any skill.



One could say, for example, that the world’s fastest bowler was born with the talent of bowling; hence he holds the record.


Nevertheless, those who say such things must remember that this record has been achieved only through regular practice, coaching, and a focus on doing his best. He became the fastest bowler with his determination and mindset to move forward and fix the problems.


Similarly, A person’s ability to troubleshoot becomes more refined over time. The more problems you solve, the more experience you gain in troubleshooting.



However, to run a company, you don’t need an expert troubleshooter who has won several competitions. People with the right attitude and the ability to think clearly and logically about an issue are all required.


### ❌Troubleshooting skills are not as necessary as technical/soft skills


A good understanding of troubleshooting is essential for tackling a crisis. For instance, customers who are irritable and demanding will not empathise and see an overloaded system failure as a severe disadvantage to the entire organisation.


Consequently, failure to troubleshoot problems may tarnish your company’s reputation, besides driving customers away. Therefore, to prevent costly downtimes and revenue loss, every business owner must train their employees on troubleshooting techniques.

### ❌ You must discard faulty systems instead of troubleshooting



This myth can cost businesses great money and time. For instance, if a computer starts malfunctioning, some companies may consider replacing it with expensive systems without analysing the reason behind the glitch.


When a troubleshooting expert analyses the cause of the problem, they will find the root cause and reach a logical conclusion to save money.


These are some of the common troubleshooting myths that often prevent businesses from implementing high-quality troubleshooting practices. In addition, here are a few tips that can help debunk the myths.


## Tips to know while troubleshooting-


To understand troubleshooting myths, everyone must keep the following things in mind:



- The key to troubleshooting isn’t necessarily knowing a lot but using that knowledge correctly to solve problems.
- It would help if you didn’t fix a problem immediately. A thorough understanding of all the possible causes of the technical glitch will help eliminate the least probable and narrow the list of possibilities.
- When you describe symptoms correctly, re-creating them in a training environment will help you fix the issue at hand without wasting time on irrelevant issues.
- To keep regular troubleshooting to a minimum, You should implement a thorough quality and maintenance schedule. Additionally, it shows your internal and external customers that you value your work. Simultaneously, you can achieve significant savings by keeping maintenance to a high standard.
- For troubleshooting to be effective, careful attention to details and processes not only resolves the issue but prevents it from recurring.

## Steps Required for Troubleshooting


![Troubleshooting_Myths_2.webp](https://backend.habilelabs.io/uploads/Troubleshooting_Myths_2_35939de65b.webp)


Now that you know about the myths surrounding troubleshooting let’s shed light on the steps required for thorough troubleshooting:



- **Identifying the specific problem:** When determining the problem, you must try to obtain as much information as possible from the system and your customers.
- **Developing a probable cause theory:** It would help if you listed the most common reasons for the error when finding the probable cause. Try considering the obvious issues before moving on to more complex ones, even if the customer thinks there is a significant issue.
- **Finding the cause by testing the theory:** The best way to figure out what caused the problem is to try all your possible causes one at a time, starting with the easiest and quickest.
- **Creating an action plan for resolving the issue:** For instance, after identifying the cause of the glitch, you must chalk out an action plan for resolving the problem and implementing the solution. If a quick procedure corrects the problem, verify the system’s full functionality and, if necessary, implement preventive measures. On the contrary, if a quick approach fails to solve the problem, research the issue further to determine what caused it.
- **Implementing preventive measures:** (if necessary) after verifying the full functionality of the system. Try rebooting the computer and making sure multiple apps are functioning properly. Also, verify the internet connection and ensure the system sends no error messages.
- **Ensuring that all findings, actions, and outcomes are documented:** You must provide a written and verbal explanation of the problem and the solution to the customer. Also, it is advisable to share the documents with your customer/customers.



## Wrapping Up!



You must be able to solve technical problems quickly if you want your business to succeed. In simple words, the _[performance](https://www.habilelabs.io/blog/effective-remote-working-performance-management-tips)_ of your brand depends on how well you troubleshoot issues.


Thus, it is imperative to eliminate troubleshooting myths to gain a competitive edge and enhance customer satisfaction. A company’s approach to troubleshooting must be creative, and that’s all it needs to remember.

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Debunking Troubleshooting Myths

Say NO to Common Troubleshooting Myths

A brand-new React framework has come into the IT hub — Remix.run. It’s a wonderful framework with exclusive and next-gen features.



There are many _[React frameworks](https://www.habilelabs.io/blog/aleph-js-a-new-react-framework-in-deno)_ but Remix stands out, which is not surprising considering its powerful functionalities.



>Remix can write both the backend and the frontend code in the same file. With minimal JavaScript, we can now render data on the server and to the client.



Unlike vanilla React, where we fetch data on the frontend, which is then rendered on the screen, Remix fetches data on the backend and serves the HTML to the user directly. This guide will give you an overview of Remix and show you how to get started with this powerful framework -

## Overview About Remix.run



Remix.run is a newly developed, open-source and a wonderful full-stack web development framework designed to help you quickly build web applications with a minimum of hassle.



With Remix, you can easily create complex user interfaces with a user-friendly syntax. The framework is designed to be modular and extensible, so you can pick and choose the components you need for your project and create custom applications.


In short -


- It includes everything you need to get started, from already configured stacks, to a simple, easy-to-use server to a robust routing system and powerful templates.
- No separation of concerns
- While you might be confused about it being a frontend framework, it’s NOT. You can write the frontend as well the backend code in the same files.
- Easy to deploy your applications to the web, with support for a variety of hosting providers.
- With its simple code, you’ll be up and running in no time.


It’s wise to say that Remix is a complete pleasure to work with and is on the path of becoming one of the greatest frameworks.



The framework is still in its early stages, but it has already seen some success, with a number of high-profile projects using Remix.run to power their websites.

## How to Get Started?


The first thing you need to make sure before trying Remix is to check whether you have all the prerequisites fulfilled, i.e.-



- Node.js installed version > 14.17
- npm and a code editor


```
npx create-remix@latest --template remix-run/indie-stack blog-tutorial
```

You can find the detailed guide to [create your own Remix app](https://remix.run/docs/en/v1/tutorials/blog) is given here, which if you follow step wise, you will see how easy it is. The most wonderful thing is stacks which you can use to start quickly with your app without having to create it from the scratch.



Also, a stack comes with a complete signup and login pages with UI and authentication.



Now, let’s check out the code of my first remix app, which is a simple blog-tutorial app, which i created with the above command. It shows some simple real-time examples of how routing works in remix.



Honestly, I followed the step-wise guide from the docs and created some pages through routing and nested routing. But the amazing thing was that the data was coming from Prisma, which is one of the greatest strengths of TypeScript.

Check out the result here-

![Remix-1.gif](https://backend.habilelabs.io/uploads/Remix_1_64bca4f37b.gif)



Now, let’s check out the code- The code structure is same as given in the [developer’s guide to Remix](https://remix.run/docs/en/v1/tutorials/blog).



Here’s my ```app/routes.index.tsx``` file for the home page-




```
import { Link } from "@remix-run/react";
import { useOptionalUser } from "~/utils";
export default function Index() {
  const user = useOptionalUser();
  return (
    <main className="relative min-h-screen bg-white sm:flex sm:items-center sm:justify-center">
      <div className="relative sm:pb-16 sm:pt-8">
        <div className="mx-auto max-w-7xl sm:px-6 lg:px-8">
          <div className="relative shadow-xl sm:overflow-hidden sm:rounded-2xl">
            <div className="relative px-4 pt-16 pb-8 sm:px-6 sm:pt-24 sm:pb-14 lg:px-8 lg:pb-20 lg:pt-32">
              <h1 className="text-center text-5xl font-extrabold tracking-tight sm:text-4xl lg:text-9xl">
                <span className="block uppercase text-yellow-500 drop-shadow-md">
                  Indie Stack
                </span>
              </h1>
              <div className="mx-auto mt-16 max-w-7xl text-center">
                <Link
                  to="/posts"
                  className="text-xl text-blue-600 underline"
                >
                  Click here to check Blog Posts
                </Link>
              </div>
              <div className="mx-auto mt-10 max-w-sm sm:flex sm:max-w-none sm:justify-center">
                {user ? (
                  <Link
                    to="/notes"
                    className="flex items-center justify-center rounded-md border border-transparent bg-white px-4 py-3 text-base font-medium text-yellow-700 shadow-sm hover:bg-yellow-50 sm:px-8"
                  >
                    View Notes for {user.email}
                  </Link>
                ) : (
                  <div className="space-y-4 sm:mx-auto sm:inline-grid sm:grid-cols-2 sm:gap-5 sm:space-y-0">
                    <Link
                      to="/join"
                      className="flex items-center justify-center rounded-md border border-transparent bg-white px-4 py-3 text-base font-medium text-yellow-700 shadow-sm hover:bg-yellow-50 sm:px-8"
                    >
                      Sign up
                    </Link>
                    <Link
                      to="/login"
                      className="flex items-center justify-center rounded-md bg-yellow-500 px-4 py-3 font-medium text-white hover:bg-yellow-600"
                    >
                      Log In
                    </Link>
                  </div>
                )}
              </div>
              <a href="https://remix.run">
                <img
                  src="https://user-images.githubusercontent.com/1500684/158298926-e45dafff-3544-4b69-96d6-d3bcc33fc76a.svg"
                  alt="Remix"
                  className="mx-auto mt-16 w-full max-w-[12rem] md:max-w-[16rem]"
                />
              </a>
            </div>
          </div>
        </div>
      </div>
    </main>
  );
}
```

This is the ```app/models/post.server.ts``` file where we define our post models-

```
import { prisma } from "~/db.server";
import type { Post } from "@prisma/client";
export type { Post };
export async function getPosts() {
  return prisma.post.findMany();
}
export async function getPost(slug: string) {
    return prisma.post.findUnique({ where: { slug } });
  }
  export async function createPost(
    post: Pick<Post, "slug" | "title" | "markdown">
  ) {
    return prisma.post.create({ data: post });
  }
}
```

Here’s the ```app/routes/posts/index.tsx``` file for the /posts route page-


```
import { json } from "@remix-run/node";
import { Link, useLoaderData } from "@remix-run/react";
import { getPosts } from "~/models/post.server";
type LoaderData = {
    // this is a handy way to say: "posts is whatever type getPosts resolves to"
    posts: Awaited<ReturnType<typeof getPosts>>;
};
export const loader = async () => {
    return json<LoaderData>({
        posts: await getPosts(),
    });
};
export default function Posts() {
    const { posts } = useLoaderData() as LoaderData;
    return (
        <main>
            <div className="absolute inset-0">
                <div className="absolute inset-0 bg-[color:rgba(00,204,27,0.5)] mix-blend-multiply" />
            </div>
            <div className="relative px-4 pt-16 pb-8 sm:px-6 sm:pb-14 lg:px-8 lg:pb-20">
                <h1 className="text-center pb-8 text-3xl font-bold underline tracking-tight sm:text-6xl ">Posts</h1>
                <Link to="admin" className="text-red-600 underline">
                    Admin
                </Link>
                <ul>
                    {posts.map((post) => (
                        <li key={post.slug}>
                            <Link
                                to={post.slug}
                                className="flex text-violet-600 underline"
                            >
                                {post.title}
                            </Link>
                        </li>
                    ))}
                </ul>
            </div>
        </main>
    );
}

```


>In the above file where we are getting the posts data, we have used the exported loader function which contains the loaded posts through useLoaderData hook. This is an excellent example that shows how easily remix combines the frontend and the backend.

The prisma schema file, i.e. ```prisma/schema.prisma``` looks like this-


```
datasource db {
  provider = "sqlite"
  url      = env("DATABASE_URL")
}

generator client {
  provider = "prisma-client-js"
}

model User {
  id    String @id @default(cuid())
  email String @unique
  createdAt DateTime @default(now())
  updatedAt DateTime @updatedAt
  password Password?
  notes    Note[]
}
model Password {
  hash String
  user   User   @relation(fields: [userId], references: [id], onDelete: Cascade, onUpdate: Cascade)
  userId String @unique
}
model Note {
  id    String @id @default(cuid())
  title String
  body  String
  createdAt DateTime @default(now())
  updatedAt DateTime @updatedAt
  user   User   @relation(fields: [userId], references: [id], onDelete: Cascade, onUpdate: Cascade)
  userId String
}
model Post {
  slug     String @id
  title    String
  markdown String
  createdAt DateTime @default(now())
  updatedAt DateTime @updatedAt
}
```

This is the ```seed.ts``` file for prisma-


```
import { PrismaClient } from "@prisma/client";
import bcrypt from "bcryptjs";
const prisma = new PrismaClient();

async function seed() {
  const email = "rachel@remix.run";
  // cleanup the existing database
  await prisma.user.delete({ where: { email } }).catch(() => {
    // no worries if it doesn't exist yet
  });
  const hashedPassword = await bcrypt.hash("racheliscool", 10);
  const user = await prisma.user.create({
    data: {
      email,
      password: {
        create: {
          hash: hashedPassword,
        },
      },
    },
  });
  await prisma.note.create({
    data: {
      title: "My first note",
      body: "Hello, world!",
      userId: user.id,
    },
  });
  await prisma.note.create({
    data: {
      title: "My second note",
      body: "Hello, world!",
      userId: user.id,
    },
  });
  const posts = [
  {
    slug: "my-first-post",
    title: "My First Post",
    markdown: `
# This is my first post
Isn't it great?
    `.trim(),
  },
  {
    slug: "90s-mixtape",
    title: "A Mixtape I Made Just For You",
    markdown: `
# 90s Mixtape
- I wish (Skee-Lo)
- This Is How We Do It (Montell Jordan)
- Everlong (Foo Fighters)
- Ms. Jackson (Outkast)
- Interstate Love Song (Stone Temple Pilots)
- Killing Me Softly With His Song (Fugees, Ms. Lauryn Hill)
- Just a Friend (Biz Markie)
- The Man Who Sold The World (Nirvana)
- Semi-Charmed Life (Third Eye Blind)
- ...Baby One More Time (Britney Spears)
- Better Man (Pearl Jam)
- It's All Coming Back to Me Now (Céline Dion)
- This Kiss (Faith Hill)
- Fly Away (Lenny Kravits)
- Scar Tissue (Red Hot Chili Peppers)
- Santa Monica (Everclear)
- C'mon N' Ride it (Quad City DJ's)
    `.trim(),
  },
];
for (const post of posts) {
  await prisma.post.upsert({
    where: { slug: post.slug },
    update: post,
    create: post,
  });
}
  console.log(`Database has been seeded. 🌱`);
}
seed()
  .catch((e) => {
    console.error(e);
    process.exit(1);
  })
  .finally(async () => {
    await prisma.$disconnect();
  });
```

Here goes ```app/routes/posts/$slug.tsx``` file to get post slugs-


```
import { marked } from "marked";
import type { LoaderFunction } from "@remix-run/node";
import { json } from "@remix-run/node";
import { useLoaderData } from "@remix-run/react";
import invariant from "tiny-invariant";
import type { Post } from "~/models/post.server";
import { getPost } from "~/models/post.server";
type LoaderData = { post: Post; html: string };
export const loader: LoaderFunction = async ({
  params,
}) => {
  invariant(params.slug, `params.slug is required`);
  const post = await getPost(params.slug);
  invariant(post, `Post not found: ${params.slug}`);
  const html = marked(post.markdown);
  return json<LoaderData>({ post, html });
};
export default function PostSlug() {
  const { post, html } = useLoaderData() as unknown as LoaderData;
  return (
    <main className="mx-auto max-w-4xl">
      <h1 className="my-6 border-b-2 text-center text-3xl">
        {post.title}
      </h1>
      <div dangerouslySetInnerHTML={{ __html: html }} />
    </main>
  );
}
```

Here is the ```app/routes/posts/admin.tsx``` file for our /admin page-


```
import type { LoaderFunction } from "@remix-run/node";
import { json } from "@remix-run/node";
import {
  Link,
  Outlet,
  useLoaderData,
} from "@remix-run/react";
import { getPosts } from "~/models/post.server";
type LoaderData = {
  posts: Awaited<ReturnType<typeof getPosts>>;
};
export const loader: LoaderFunction = async () => {
  return json({ posts: await getPosts() });
};
export default function PostAdmin() {
  const { posts } = useLoaderData() as LoaderData;
  return (
    <div className="mx-auto max-w-4xl">
      <h1 className="my-6 mb-2 border-b-2 text-center text-3xl">
        Blog Admin
      </h1>
      <div className="grid grid-cols-4 gap-6">
        <nav className="col-span-4 md:col-span-1">
          <ul>
            {posts.map((post) => (
              <li key={post.slug}>
                <Link
                  to={post.slug}
                  className="text-blue-600 underline"
                >
                  {post.title}
                </Link>
              </li>
            ))}
          </ul>
        </nav>
        <main className="col-span-4 md:col-span-3">
          <Outlet />
        </main>
      </div>
    </div>
  );
}
```

Check the ```app/routes/posts/admin/index.tsx``` file where we link to /new route -


```
import { Link } from "@remix-run/react";
export default function AdminIndex() {
  return (
    <p>
      <Link to="new" className="text-blue-600 underline">
        Create a New Post
      </Link>
    </p>
  );
}
```

Finally, the file ```app/routes/posts/admin/new.tsx```, which is a nested route component, where we create a form, validate it and use it to create a new post -


```
import { Form, useActionData, useTransition } from "@remix-run/react";
import type { ActionFunction } from "@remix-run/node";
import { redirect, json } from "@remix-run/server-runtime";
import invariant from "tiny-invariant";
import { createPost } from "~/models/post.server";
const inputClassName = `w-full rounded border border-gray-500 px-2 py-1 text-lg`;
type ActionData =
    | {
        title: null | string;
        slug: null | string;
        markdown: null | string;
    }
    | undefined;
export const action: ActionFunction = async ({
    request,
}) => {
    const formData = await request.formData();
    const title = formData.get("title");
    const slug = formData.get("slug");
    const markdown = formData.get("markdown");
    const errors: ActionData = {
        title: title ? null : "Title is required",
        slug: slug ? null : "Slug is required",
        markdown: markdown ? null : "Markdown is required",
    };
    const hasErrors = Object.values(errors).some(
        (errorMessage) => errorMessage
    );
    if (hasErrors) {
        return json<ActionData>(errors);
    }
    invariant(
        typeof title === "string",
        "title must be a string"
    );
    invariant(
        typeof slug === "string",
        "slug must be a string"
    );
    invariant(
        typeof markdown === "string",
        "markdown must be a string"
    );
    await createPost({ title, slug, markdown });
    return redirect("/posts/admin");
};
export default function NewPost() {
    const errors = useActionData();
    const transition = useTransition();
    const isCreating = Boolean(transition.submission);
    return (
        <Form method="post">
            <p>
                <label>
                    Post Title:{" "}
                    {errors?.title ? (
                        <em className="text-red-600">{errors.title}</em>
                    ) : null}
                    <input
                        type="text"
                        name="title"
                        className={inputClassName}
                    />
                </label>
            </p>
            <p>
                <label>
                    Post Slug:{" "}
                    {errors?.slug ? (
                        <em className="text-red-600">{errors.slug}</em>
                    ) : null}
                    <input
                        type="text"
                        name="slug"
                        className={inputClassName}
                    />
                </label>
            </p>
            <p>
                <label htmlFor="markdown">Markdown:{""}
                    {errors?.markdown ? (
                        <em className="text-red-600">
                            {errors.markdown}
                        </em>
                    ) : null}
                </label>
                <br />
                <textarea
                    id="markdown"
                    rows={20}
                    name="markdown"
                    className={`${inputClassName} font-mono`}
                />
            </p>
            <p className="text-right">
                <button
                    type="submit"
                    className="rounded bg-blue-500 py-2 px-4 text-white hover:bg-blue-600 focus:bg-blue-400 disabled:bg-blue-300"
                    disabled={isCreating}
                >
                    {isCreating ? "Creating..." : "Create Post"}
                </button>
            </p>
        </Form>
    );
}
```

Yes, you can create a form using <Form> tag, which is same as the <form> tag in HTML, and understand the form submission. Additionally, the action function here is responsible for getting and processing the form data.



And, that’s it folks! We did it. We created our first app with Remix, you can also update your UI through tailwind CSS.

## What’s different about Remix.run?


Now, let’s catch up on some amazing things that Remix has introduced:

### - Remix Stacks


A stack is a container that holds all the necessary components to run an application, which makes them much smaller and faster. Remix.run comes with several built-in and official stacks that are in itself an application, including -

- Database
- Automatic deployment pipelines
- Authentication
- Testing
- Linting/Formatting/TypeScript


In short, everything from the backend to the frontend, database and required dependencies.



This way, you can just choose a stack and get started with your project quickly, enhancing the code in your own way and that too, without having to care about the setup and configuration.


Amazing right?



Here are the built-in stacks that Remix provides -



- **The Blues Stack:** Deployment with _[Node.js](best-practice-for-node-js-folder-structure)_ server and PostgreSQL database. Designed for large, fast production-grade applications.
- **The Indie Stack:** Deployed on Node.js server with SQLite database. It ideal for websites that contain dynamic data.
- **The Grunge Stack:** Deployed on Node.js with DynamoDB. A great choice if you want to deploy a production-grade application on AWS infrastructure. Other interesting feature is that you can also create your own custom stacks in Remix to power up your application in terms of flexibility and power. If you’re looking to run an application on Remix.run, chances are you’ll need to use a stack.

### - Routing in Remix.run


One of the key features of Remix.run is its routing system, which allows you to define the structure of your URLs and makes it easy to map URLs to specific resources in your application.



In Remix.run, routes can be nested within other routes, using params, to create more complex applications. Nested routing allows you to break up your application into smaller, more manageable pieces. It also makes it easier to reuse code and keep your application organized.


To create a nested route, you simply need to add a new route object within an existing route. The new route will then be accessible at the path specified by its parent route.



For example, if you have a route named _/users_ and you add a nested route named _/profile_, the _/profile_ route will be accessible at _/users/profile_. In the code examples, the _/new_ is the nested route within parent _/admin_ route, as we can see here.



When we click on the ‘Create a New Post’ link as given here-

![Remix_2.webp](https://backend.habilelabs.io/uploads/Remix_2_02eacc1520.webp)

It opens up the route within the existing one, like this-


![Remix_3.webp](https://backend.habilelabs.io/uploads/Remix_3_9dcfac753e.webp)


### - Easier Integration of frontend and backend



As we saw above, the loader function eliminates the need of creating APIs to call data through getPosts controller, or creating backend controller to handle the GET API, and other files for routing and managing the code.


It’s a huge development in Remix, which is yet to get noticed by the world. There’s no separate files for frontend and backend code, you can write both in a single file, which is completely opposite to the concept of ‘Separation of concerns’.


Though this was already happening with the introduction of JSX in React, but Remix is taking it to a whole other level.


You are writing the whole page in a single file along with its css and database request, which is a big step that brings a sense of unity of frontend and backend within the code and eases the code flow.


## Conclusion


Besides all the wonderful things we learned here about Remix, the one that still stands out is that somehow, among working together with the backend as well as the frontend code, Remix has made development easier and NOT complicated.



Once you get the concept right, it’s plain and simple HTML.

small_Remix_feature.webp

thumbnail_Remix_feature.webp

Welcome to Remix — A Newly Developed Full- stack Framework

**T**he origin of next.js is when we wanted to create dynamic server-rendered sites. It is a react framework that helps teams to build ambitious, complex applications. But being dynamic has always come with a lot of limits.


With Next.js 13, React has become even easier to use. This new version promises to make development faster and more efficient.


It comes with a number of new features and updates, including Hot Module Replacement for server rendering, performance enhancements, and support for TypeScript 3.0. If you’re looking to learn or use React in your next project, Next.js is definitely worth checking out.


An upgraded version of next js i.e., Next JS 13 allows developers to make “dynamic without limits” applications through innovative features, many of which are still in alpha or beta.

Updating the versions directly relates to upgrading yourself. You can easily upgrade next js version by using the command -


```
npm i next@latest react@latest react-dom@latest eslint-config-next@latest
```

Now, as the dust slowly settles, we can go through what’s new in Next.js 13.

## app/ Directory in Next.js 13 (In Beta)


The most beneficial feature of Next.js is our file-system router. It even makes it a bit easier to create routes by dropping a file inside a folder. Configurations for each route are no more required.



With the introduction of the app/ directory (beta), there is a lot of improvement in routing and layout experience. Let’s see how ➖

- **Layouts:** Easily share UI between routes while preserving state and avoiding expensive re-renders.
- **Streaming:** Display instant loading states and stream in units of UI as they are rendered.
- **Server Components:** Making server-first the default for the most dynamic applications.
- **Support for Data Fetching:** async Server Components and extended fetch API enables component-level fetching.



While you don’t need to use the app/ directory when upgrading to Next.js 13, the app/ directory can coexist with the existing pages directory for incremental adoption.



## - Layouts

![NextJs_1.webp](https://backend.habilelabs.io/uploads/Next_Js_1_8b9e25d42f.webp)


Next.js is a file-based routing system that uses folders to define routes. This system is designed to be intuitive and easy to use, and it offers a number of advantages over other routing systems.



- First, file-based routing makes it easy to create and manage complex route hierarchies.
- Second, it provides a clear separation between UI and routing logic, making it easier to maintain your codebase.
- Finally, file-based routing is more performant than client-side routing, as it doesn’t require the browser to parse and execute JavaScript code.



However, some developers find file-based routing to be confusing and difficult to work with. As a result, next.js’s folder-based hierarchy may be a better fit for your project if you’re looking for a simpler routing solution.

## - Server Components



Next.js is turning your mental model of how components work upside down! Instead, all the generated React code will run on the server by default and you must opt into having parts if it’s available for client Side rendering with module statements at top levels like before.


The app/ directory introduces support for _[React’s new Server Components](lwhat-are-react-functional-components)_ architecture. It uses the server and client to come out at their best by allowing one to build fast, highly-interactive apps with a single programming model which ultimately provides excellent developer experience and efficiency.



By this, we are laying the foundations for the future so that we can build complex interfaces by reducing the amount of Javascript sent to clients and enabling faster initial page load.



When a route is loaded, the Next.js and React runtime will be loaded, which is cacheable and predictable in size. This runtime does not increase in size as your application grows.


Further, the runtime is asynchronously loaded, enabling your HTML from the server to be progressively enhanced on the client.


## - Font Optimization


The new @next/font module allows you to optimize your Web Fonts during build time.

It downloads and hosts them in a private folder, saving an additional round trip for each font file downloaded from the server as well as delivering it quickly without having another set of handshake with any remote servers or services.


Which means, what is delivered has not been altered along its journey through our network layer — this means faster load times on pages where these fonts are used!


Remember that when using this package, then it’s important to have a working internet connection when you run your development build the first time so it can cache it properly, otherwise, it will fall back to system fonts if adjustFontFallback is not set.


Apart from these also, there are a few features due to which Next JS is much more reliable and good than other frameworks.

## Should I Upgrade To Next.js 13?



If you mean actually using and taking advantage of all the shiny new features you now have…I’d advise waiting.


Next.js 13 is a very early beta release that heavily utilizes cutting-edge features from React 16 and 17, often not implementing them fully yet due to their lack of stability in the form.


It has an extremely poor developer experience at this point with no documentation available other than third-party tutorials on YouTube which can lead you to make costly mistakes when trying something new — such as pipe characters being treated like spaces!



## Wrap Up



There’s no need to worry if you want a simple website with Next.js! This release gives us some insight into how things are going in the future, and it makes our framework even more robust behind the scenes because we’ll be able to use these new features once they’re available on all platforms (firefox).


As long as, you manage your expectations about what now have currently — don’t expect drastic changes right away though.

small_NextJs_Feature.webp

thumbnail_NextJs_Feature.webp

Next.js 13 is Here — What’s New?

**I**nformation mining, also known as data mining, involves gathering and analysing relevant data to transform it according to preset standards. Data mining technology helps companies identify specific information about their existing and potential customers that is most relevant to them.



Companies across industries leverage information mining tools and techniques to use historical data effectively. Data in raw form does not provide much information.



Therefore, businesses must transform massive volumes of raw data into meaningful insights in order to stay competitive. They can use this information to make decisions about marketing, investments, and management practices.

#### Information mining involves the following steps–


- Setting goals
- Data accumulation
- Loading data into data warehouses
- Storing the data on the cloud or in-house servers
- The data mining software applies algorithms to categorise the data based on the user’s results
- Assessment of results
- Presenting the data in an easy-to-share format



## How does data mining help uncover relevant facts?



Information mining helps analysts uncover relevant facts, trends, exceptions, patterns, relationships, and anomalies hidden in troves of warehoused information using pattern recognition technologies and mathematical/ statistical procedures.



For instance, the patterns help identify the common attributes of customers buying a similar product or seeking the same service from a company.



Moreover, businesses can use the patterns to identify fraudulent transactions, foretell what content website visitors are more interested in viewing or determine which prospects are most likely to respond to a mailing list.



Additionally, businesses can use patterns to identify customers who might leave their company for their competitors.



Information mining can also assist in identifying sales trends, devising more effective marketing campaigns, and precisely predicting customers’ loyalty. Therefore, businesses worldwide leverage data mining to identify patterns and correlations in the data to make informed business decisions.

## How can IT assist information mining?


Technology plays an essential role in information mining and provides opportunities for global improvements. Data being the lifeblood of businesses, helps companies make data-driven decisions.



_[Information technology](information-technology-network-security-tool)_ can assist businesses in identifying vulnerabilities and improving operational efficiency. For instance, with the advent of the IoT and wearable devices, human beings and every internet-enabled device have become the source of data generation.


Here are the most popular tools used for information mining-

### - Artificial Neural Network



It can efficiently mine raw data and transform it into useful information. It analyses huge volumes of data and look for patterns, thus, enabling businesses to gain a deeper understanding of their customers, which can result in better marketing strategies, higher sales, and lower operating costs.


### - Rule Induction



It is the process of determining an if-then rule from a set of data based on its statistical significance. The rules extracted from the data may reflect a full scientific model or local patterns.


### - Decision trees



The decision tree algorithm produces a tree-like model by classifying information. The tree-like model depicts sets of decisions that determine how data should be classified.


### - Genetic algorithms



These are optimisation techniques that combine genetics, mutation, and natural selection. Based on natural genetics, this advanced data classification sorts the best solution from several possible solutions.



### - K-Nearest Neighbour (KNN)



In this technique, each record is categorised based on the documents in a historical database that are most similar to it.



### - Artificial Intelligence and Machine Learning



In large-scale data processing, advanced machine learning techniques like deep learning offer exceptionally accurate predictions.


Therefore, they can be used for processing data in Artificial Intelligence deployments such as speech recognition, computer vision, or advanced text analytics using natural language processing (NLP).



### - Data Visualisations



They provide users with access to data based on sensory perceptions. With modern data visualisation, data can be streamed in real-time and different colours can reveal different patterns and trends.



Since a dashboard is a powerful way of displaying data mining insights through data visualisations, businesses can create dashboards based on multiple metrics to visually recognise patterns in data rather than relying solely on numerical results.

## Latest Trends in Data Mining


Some of the popular trends that have emerged through leveraging data mining are given below-


### 👉 Ubiquitous information mining



It is used for deriving data about a given individual from mobile devices. Ubiquitous data mining is gathering steam across industries for analysing computer-human interaction. However, it faces a set of challenges, including operational expenses and privacy issues.


### 👉 Multimedia information mining



It is one of the most effective methods for accurately capturing and extracting data from various new media sources, such as video, audio, hypertext, and so on, which is then transformed into a numerical value.



Multimedia data mining is frequently utilised for clustering, classifying data, and conducting similarity tests.



### 👉 Time Series & Sequence Information Mining



This is yet another type of information mining that retail companies increasingly use to assess customer purchasing patterns and behaviours.



Time series and sequence data mining are used to examine cyclical and seasonal patterns. It aids in analysing arbitrary events that occur outside the regular sequence of events.


### 👉 Spatial & Geographic Information Mining



It is one of the most popular types of data mining used for drawing information from multiple sources, such as astronomical, geographic, and environmental data, as well as photographs captured from space.

## Advantages of Information Mining


Today’s information age is full of challenges, and information mining provides us with the means to resolve those challenges. The benefits of information mining are as follows:



- Helps businesses gather accurate information, which enables them to make cost-effective adjustments in production and operations.
- Helps businesses make informed business decisions using both new and legacy systems.
- Allows data scientists to analyse dense volumes of data quickly.
Identifies hidden patterns and fraud, builds risk models, and improves product safety.

## Challenges of Data Mining

![Data_Mining_2.webp](https://backend.habilelabs.io/uploads/Data_Mining_2_f6243c01e8.webp)


Despite its advantages, information mining has its own set of drawbacks. The process presents several challenges pertaining to performance, data, methods, and techniques. Some of the major issues in data mining are as follows:



- **Difficult to Manage:** Data mining requires managing large databases, which makes the process difficult.
- **Required Trained Professionals:** Data analytics tools are often complex and challenging. Thus, data scientists must receive the proper training before using data mining tools effectively.
- **Must Use Correct Tools to Derive Useful Data:** In terms of tools, they work with different types of data mining based on their algorithms. Therefore, data analysts must select the right tools for their work.
- **Lack of Diversity in Data May Generate Erroneous Results:** The methods used for data mining aren’t always 100% accurate, so there is a constant risk of inaccuracies. Especially when the dataset lacks diversity, this obstacle becomes more prominent.
- **Privacy Concerns:** Customer data can be sold to other organisations and businesses, causing privacy concerns.


While data mining is tremendously powerful, it encounters several implementation issues/challenges. Thus, identification and organisation of the issues/challenges are essential to the success of data mining.


## The Way Forward



Despite its drawbacks, data mining appears to have promising long-term potential. Researchers and companies in many disciplines are turning to data mining as a vital technology since it has the potential to generate profitable results for businesses in the near future.



For instance, a micro-marketing campaign can explore new niches by utilising data mining. In addition, advertisers can target potential customers in a more precise manner.



Businesses can significantly benefit from having a single tool that can perform multiple data mining techniques. Companies can better reinforce the data governance and quality measures necessary for obtaining reliable data by utilising a single platform for various data mining techniques.

small_Data_Mining_Feature.webp

thumbnail_Data_Mining_Feature.webp

Make informed & smart decisions with data mining!

Technology in Data Mining

**P**otential is something that we all have within us. It is the latent power or ability to achieve something. Everyone has the potential to be great at something. However, potential is only part of the equation. In order to actualise our potential, we need to channel it in the right direction. This requires focus and commitment. It means setting goals and working towards them. It means continually striving to improve and learn new things. It means believing in ourselves and our ability to achieve our goals. When we channel our potential, we set ourselves up for success. We open up limitless possibilities for what we can achieve. So go out there and channel your potential! Create the life you want to live. Achieve your dreams and reach your full potential. When we set our sights high and aim for the stars, there is no limit to what we can achieve.

Here are the top 10 ways to channelise your potential :



## 1. Set your sights high and aim for the stars:


When you have big goals, you are more likely to put in the hard work necessary to reach them. Additionally, aiming for the stars gives you a greater sense of satisfaction when you eventually do reach your goal. Of course, it is also important to be realistic in your expectations. Not every goal is achievable, and it is important to be able to distinguish between a lofty ambition and an impossible dream. However, as long as you maintain a positive attitude and remain determined, anything is possible. So go ahead and set your sights high — you just might be surprised at what you can achieve.



## 2. Get out of your comfort zone:


It is human nature to want to feel comfortable and safe. We often choose the easy option because it requires less effort and we know what to expect. However, if we always stay in our comfort zones, we miss out on opportunities for growth and development. Stepping out of your comfort zone can be scary, but it is also essential for achieving greater things in life. When we challenge ourselves and push our boundaries, we learn new skills and gain coincidence. We may also discover hidden talents and meet new people who can help us achieve our goals. So next time you’re feeling stuck, remember that taking a risk could lead to amazing things.

## 3. Stay Motivated Through Challenging Times:



Motivation can be hard to come by when times are tough, but it’s during these times that we need it most. When facing challenges, look for sources of motivation that will help you push through and come out on top. Whether it’s reading inspirational quotes or listening to motivating speeches, and what works for you and use it to stay focused on your goals despite any challenges that come your way.


![Potential_1.jpg](https://backend.habilelabs.io/uploads/Potential_1_9b6c7c9979.jpg)


## 4. Believe in yourself:



Our potential is unlimited. The only thing that limits our potential is our belief in ourselves. It is often said that the rst step to achieving any goal is believing in yourself. This may seem like a simple task, but for many people, it can be the hardest part of the journey. Self-doubt can creep in at any stage of the process, making it di cult to stay motivated and focused on your goals. However, if you can learn to silence your inner critic and believe in yourself, you will be one step closer to achieving your dreams. When you have faith in your ability to succeed, anything becomes possible. So believe in yourself and go after your goals with everything you’ve got!

## 5. Be passionate:


In order to achieve anything great in life, you need to be passionate about it. Passion is the driving force that will push you to work harder and put in the extra e ort required to reach your goals. Being passionate about something means that you care deeply about it and are willing to commit yourself fully to its pursuit. When you are passionate about something, you are more likely to persevere through challenging times and come out stronger on the other side. Your passion will also motivate and inspire those around you, helping them to see what is possible and encouraging them to pursue their own dreams. So whatever it is that you want to achieve in life, make sure that you do it with passion. only then will you have a chance of achieving greatness.



## 6. Persevere:


There will be obstacles along the way but don’t let them stop you from reaching your goals.persevere and keep going no matter what life throws at you.



## 7. Take action:



Don’t just sit around and wait for things to happen — make them happen! Anyone who has ever achieved anything of note has done so by taking action. Simply put, you cannot achieve your goals if you do not take action towards them. This does not mean that you will always succeed when you take action, but it is impossible to succeed without taking action. Of course, taking action can be difficult, especially when you are facing obstacles. However, remember that even small actions can lead to big results. So if you want to achieve your goals, start by taking some Action today. Who knows where it might lead?

## 8. Be patient:



We all have goals that we want to achieve in life. For some of us, these goals may be career-related, while others may revolve around our personal lives or relationships. No matter what our goals are, one thing is for sure: achieving them takes time and patience. Whether you’re working towards getting a promotion at work or raising a family, it’s important to be patient and to understand that good things come to those who wait. Rome wasn’t built in a day, and neither are most of our goals. So take your time, enjoy the journey, and trust that eventually, you will reach your destination.



## 9. Stay focused:



It is important to stay focused on your goals so that you can achieve them. Remember, if you want something bad enough, you will nd a way to make it happen. In order to achieve greater heights in any endeavour, it is important to stay focused. This means having a clear goal in mind and taking the necessary steps to reach that goal. It also means avoiding distractions and staying on track, even when things get tough. Of course, this is easier said than done. However, if you are willing to put in the e ort, it is possible to stay focused and _**[achieve success](https://www.habilelabs.io/blog/mistakes-to-avoid-for-a-successful-project-completion)**_. The key is to persevere and remain committed to your goals. When you do, you will be amazed at what you can achieve.


![Potential_2.webp](https://backend.habilelabs.io/uploads/Potential_2_1569620e2c.webp)

## 10. Be persistent:


Never give up on your dreams and goals. Remember, it is not about how many times you fall down, it is about how many times you get back up again. Rome wasn’t built in a day, and neither are most meaningful accomplishments. Anyone who has ever achieved something great has had to put in the hard work day after day, week after week, month after month, year after year. There will be days when you don’t feel like showing up, but if you’re truly committed to your goal, you’ll find a way to push through the Obstacles and keep going. The successful people in life are not the ones who have never faced adversity; they’re the ones who have been knocked down again and again but have always gotten back up. So if you want to achieve your dreams, don’t give up when the going gets tough. Be persistent, and eventually, you will reach your destination.



## Conclusion:


These are just some of the ways that you can channel your potentials . It is important to remember that everyone has potential . Just because someone else has more doesn’t mean that yours isn’t just as great . You have the power to make things happen . Go out there and show the world what you’re made of and if you ever feel stuck stuck in life, remember that you have the potential to achieve great things. All it takes is a little dedication and perseverance.

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