teleren/devto huggingface dataset:
Integrating Machine Learning Models into Your Python Applications
Tags: ai, machine, programming
Published: 2024-05-24 06:36:29

## **Unleash the Power of Machine Learning in Your Python Apps**

---

Machine learning (ML) is rapidly transforming the world, and Python is a go-to language for bringing ML to life. By integrating ML models into your Python applications, you can add intelligent features and automate tasks, making your apps more powerful and user-friendly.

This blog post will guide you through the exciting world of integrating ML models into your Python applications. We'll explore different approaches and provide tips to get you started.

## **Understanding the Landscape**

---

There are two main approaches to consider:

1. **Using Pre-Trained Models:** Numerous pre-trained models are available for various tasks, like image recognition, natural language processing, and time series forecasting. These models come ready-to-use, saving you time and effort on training.
2. **Training Your Own Model:** For specific needs, you can train your own model using Python libraries like Scikit-learn and TensorFlow. This approach offers more customization but requires expertise in data preparation, model selection, and training.

## **The Integration Process**

---

Once you have your chosen model, here's a simplified breakdown of the integration process:

1. **Load the Model:** Use Python libraries to load the pre-trained model or your trained model from its saved format.
2. **Prepare Your Data:** Ensure your application data is in the format the model expects. This might involve data cleaning, transformation, and feeding it into the model in batches or single instances.
3. **Make Predictions:** Use the model to generate predictions on new data fed into your application.
4. **Handle Outputs:** Integrate the model's predictions into your application's workflow. This might involve displaying results, triggering actions, or feeding them back into the application.

## **Tips for Success**

---

- **Start Simple:** Begin with a well-defined task and a pre-trained model for easier integration.
- **Focus on User Experience:** Embed the ML model seamlessly into your application for a smooth user experience.
- **Test and Monitor:** Rigorously test your application to ensure the model performs as expected. Monitor its performance in production to identify any issues.

## **Further Exploration**

---

This blog post provides a starting point. As you delve deeper, explore popular Python libraries like TensorFlow, PyTorch, and scikit-learn for building and integrating ML models. Remember, experimentation and exploration are key to success!

By leveraging the power of machine learning in your Python applications, you can unlock new possibilities and create intelligent and innovative solutions.
Digital Marketing CourseZirakpur
Published: 2024-05-24 06:28:36

Vishyat Technologies offers[ Digital Marketing Course Zirakpur](https://www.vishyat.com/digital-marketing-course-training-in-zirakpur/), Digital Marketing Course training Derabassi, in Punjab.  In haryana, we offer  Digital Marketing Course training Ambala, Digital Marketing Course training Panchkula, Digital Marketing Course training Mohali. We also offer computer courses like Computer Course training institute Zirakpur, Computer Course training institute Derabassi,  Computer Course training institute Barwala
The Power of Caching and How to Implement It in Your Python Applications
Tags: caching, python
Published: 2024-05-24 06:23:35

## **Speed Up Your Python Apps with the Power of Caching**

---

Have you ever used an app that takes forever to load data, even for things you've seen before? Ouch! That can be frustrating for users. As a Python developer, you have a powerful tool at your disposal to fight sluggish performance:caching.

## **What is Caching?**

---

Caching is all about storing frequently used data in a temporary location for quick retrieval. Think of it like keeping a copy of your favorite books on your nightstand instead of trekking to the library every time you want to re-read them.

In your Python applications, caching can store things like database query results, API responses, or even complex calculations. By remembering these values, your app can avoid the cost of re-generating them every time. This can lead to significant speed improvements, especially for data that's accessed repeatedly.

## **Benefits of Caching:**

---

- **Faster Performance:** Cached data retrieval is much faster than re-calculating or re-fetching it. This can lead to a snappier user experience.
- **Reduced Load:** By offloading some work from your main program, caching can help your application handle more requests efficiently.
- **Improved Scalability:** A well-cached application can handle increased traffic without needing major infrastructure upgrades.

## **Implementing Caching in Python**

---

There are several ways to implement caching in Python. Here are two common approaches:

1. **Dictionaries:** Python dictionaries are a built-in data structure that can be used for simple caching. You can store key-value pairs, where the key is the unique identifier for the data and the value is the data itself.
2. **LRU Cache Decorator:** The @lru_cache decorator from the functools module provides a more sophisticated approach. It implements a Least Recently Used (LRU) caching strategy, which automatically removes the least used items from the cache when it reaches a predefined size.

## **Here are some additional tips for effective caching:**

---

- **Identify Cacheable Data:** Not all data is suitable for caching. Focus on data that is frequently accessed and doesn't change frequently.
- **Set Expiration Times:** Cached data can become stale over time. Set expiration times to ensure your app uses fresh data when necessary.
- **Consider Invalidation:** Think about how your application updates data. You may need to invalidate cached data when the source data changes.

By understanding caching and implementing it effectively, you can take your Python applications to the next level of performance. Your users will thank you for the snappy response times!

**Ready to learn more?** A quick web search for "Python caching tutorial" will give you plenty of resources to explore in-depth examples and different caching libraries.
AWS Core Services - Networking
Tags: aws, cloud, networking
Published: 2024-05-24 06:17:34

When you run an application using cloud, firstly you have to connect your resources to the cloud and then end-users will connect to your application.All of this comes under the concept of Networking. To understand how networking works on AWS, we have to understand how Amazon VPC works.

## Amazon VPC

![Amazon VPC](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/hhx4j4uhq6ybtet0hcwz.jpg)
It is a private network space to launch your resources on cloud in order to run your application. Amazon VPC provides a logical isolation to your application. You can control the in-out traffic of Your Amazon VPC. You can also control the way you want to connect to other networks. 
More than one VPCs can be launched from your AWS account. You can use those multiple VPCs to launch different workloads. You can also configure the way packets travel through the layers of your network.



## Amazon Route 53

![Route 53](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/6hnmqywotn2ssw6b7wpp.jpg)
Route 53 is a scalable domain name service (DNS).It has 3 functionalities namely domain registration, DNS routing and health checking. DNS service translates the domain names into IP Addresses. With the help of Route 53, you can purchase and manage the domain names and can also configure DNS settings. Route 53 provides you multiple routing options.

### Amazon ELB

![ELB](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rd56l9ii2747eb97ar5g.jpeg)
Elastic Load Balancer(ELB) is a DNS Service. It automatically distributes the incoming network traffic between multiple EC2 instances. It is single point of contact to your application. Because of ELB, the users do not need to be aware that how many machines your application is running on.
Remove all node_modules folder from PC
Tags: nodemodules, node, javascript, python
Published: 2024-05-24 06:14:00

---
title: Remove all node_modules folder from PC
published: true
description: A short guide to remove tool from node_modules folder
tags: 
  - nodemodules
  - node
  - javascript
  - python
# cover_image: https://direct_url_to_image.jpg
# Use a ratio of 100:42 for best results.
published_at: 2024-05-24 06:14 +0000
---

If you ever thing that there are a lot of project you are working and you have lot of node_modules folder you have to delete to save up space when you only have 512SSD. 

Here is a python script for deleting  all those `node_modules` folder.

```python
import os
import argparse
import shutil

all_node_path = []
block_path = ['$RECYCLE.BIN','System Volume Information']

def getNodeModulesPaths(path):    
    try:
        with os.scandir(path) as entries:
            for entry in entries:
                if entry.is_dir():
                    if(entry.name == 'node_modules'):
                        all_node_path.append(entry.path)
                    elif(entry.name in block_path):
                        continue
                    else:
                        getNodeModulesPaths(path+'/'+entry.name)
        return 1
    except Exception as e:
        print(f"An error occurred: {e}")
        return []

def remove_directory(directory_path):
    try:
        shutil.rmtree(directory_path)
        print(f"'{directory_path}' removed successfully.")
    except OSError as e:
        print(f"Error: {directory_path} : {e.strerror}")
def main():
    # arguments
    args_parser = argparse.ArgumentParser(description="CLI tool for removing all node_module folder for given path")
    args_parser.add_argument('-p', '--path', required=True, type=str,help="full path from where you want to remove node_module ")

    args = args_parser.parse_args()
    getNodeModulesPaths(args.path)
    for path in all_node_path:
        print(path)
    
    total_paths = len(all_node_path)

    confirm_rm = input("Are you sure you want to delete above "+str(total_paths)+" folder(y/n):").lower()
    if(confirm_rm == 'y'):
        for path in all_node_path:
            remove_directory(path)
        print("Removed "+str(total_paths)+' node_modules successfully!')
    return 1  
if __name__ == "__main__":
    main()

```

## How to use it
Just run `python main.py -p '<pathtofolder>'` it is going to scan all node_modules folder in path and going to delete them. 

> Run it carefully also check the folders before confirming


Here is GitHub link for repo: [github.com/kuldeepdev407/rm_node_modules](https://github.com/kuldeepdev407/rm_node_modules)

If i missed something in code feel free to create Issue Or PR.
Working with non-critical data - Azure Files and Azure Blobs
Published: 2024-05-24 06:11:57

**Launch** _[portal.azure.com](portal.azure.com)_

![azure](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/4ea11a4izfii499egi9y.png)
In the Azure portal, **search** for and select _Resource groups_.
![RG](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/15zbcrr1wqx4oxjp3n9a.png)
**Select + Create.**
![create](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/5zslf7de9tieg28kq60n.png)
**Give** your _resource group_ a name. For example, **storagerg**.
**Select** a _region_. 
> Use this region throughout the project

![rgname](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/w86f91dspzqftoa43th9.png)


**Select** _Review and create_ to **validate** the resource group.
![RC](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/00o4vnb66agdy1x7rnnd.png)

**Select** _Create_ to deploy the resource group.
![deployedrg](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/9089875kantr2c21qbjf.png)



In the Azure portal, **search** for and select _Storage accounts_.
![storage](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/emmga5uqk114u94g2x9b.png)
**Select + Create.**
![create](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/84pinff5sl3en9brrf7f.png)
On the **Basics** tab, select your **Resource group**.
**Provide** a _Storage account name_. The storage account name must be unique in Azure.
![storage name](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/izquybrp6n50w456wd7n.png)
**Set** the **_Performance_** to _Standard_.
**Select** _Review_, and then _Create_.
![RC](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/hagtiijo8lpwpqwybsff.png)
Wait for the storage account to deploy and then Go to resource.
![gotores](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/g76dxniwsjz37jet5tlz.png)

In your storage account, in the **Data management** section, select the **Redundancy** blade.
**Select** _Locally-redundant storage (LRS)_ in the Redundancy drop-down.
![reduncancy](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/zu5wio0qrqzcnrqc0fg5.png)
In the Settings section, select the Configuration blade.
Ensure **Secure transfer** required is _Enabled_.
Ensure the **Minimal TLS version** is set to _Version 1.2._
Ensure **Allow storage account key access** is _Disabled_.
![configuration](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/e9rrgzdcqlb3m2wdn3v3.png)

In the Security + networking section, select the Networking blade.
Ensure **Public network access** is set to _Enabled from all networks_.
![Public network access](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/ekphsnswsrkvu7v9dexz.png)
Figma Resource: Your Partner in Free Design Excellence
Published: 2024-05-24 06:11:55

[FIGMA RESOURCE](https://figmaresource.com/) stands out as a premier platform for free design resources, catering to the needs of modern designers. The site regularly updates its collection, ensuring access to the latest trends and tools in the design world. Whether you're working on a personal project or a professional assignment, Figma Resource has the free assets you need to excel.
Lime house sushi & ramen
Tags: limehouse, hamburg, newyork
Published: 2024-05-24 06:05:12

[**Lime House Sushi & Ramen**](https://limehousefranchise.com/) Where fast casual meets Burmese-inspired delights. With high-quality ingredients and affordable prices, indulge in a modern culinary journey. Join us and savor the flavors of innovation and tradition, all under one roof.
🌟 **Exploring Front End Development with HTML, CSS, and React.js** 🌟
Published: 2024-05-24 02:31:20




Hey everyone! 
Today, I want to dive into the exciting world of front-end development, focusing on HTML, CSS, and React.js. 

Whether you're just starting out or looking to expand your 

skills, understanding these technologies is crucial for building 

modern, responsive web applications. Let’s break it down!


HTML: The Foundation of Web Pages
HTML (HyperText Markup Language) is the backbone of any website. It structures the content on the web, defining elements like 

headings, paragraphs, links, images, and more. Think of HTML as the skeleton of your web page, providing a solid foundation for everything that follows.

CSS: Adding Style and Layout
CSS (Cascading Style Sheets) is what makes your web page look good. It’s responsible for the design, layout, and overall visual aesthetics. 

With CSS, you can change colors, fonts, spacing, and even create complex layouts with Flexbox and Grid. 

React.js: Building Dynamic User Interfaces
React.js is a powerful JavaScript library for building user interfaces, particularly single-page applications where you need a dynamic, fast, and interactive user experience. 

React allows you to create reusable components, manage state efficiently, and build complex UIs with ease.

Why Learn These Technologies?

1. HTML provides the structure and semantics for your content.
2. CSS enhances the visual presentation and layout.
3. React.js enables the creation of dynamic and interactive UIs.

Getting Started

- HTML: Start by learning the basic tags and structure. Build simple web pages to practice.

- CSS: Experiment with styling your HTML pages. Learn about selectors, properties, and responsive design techniques.

- React.js: Begin with the fundamentals of components, props, and state. Follow tutorials to build simple applications and gradually tackle more complex projects.

Resources to Help You Learn

- HTML & CSS: [MDN Web Docs](https://developer.mozilla.org/en-US/docs/Web)

- React.js: [Official React Documentation](https://reactjs.org/docs/getting-started.html)



Feel free to reach out if you have any questions or need guidance. Happy coding! 💻🎨🚀

#CODEwith 
#KOToka
How does Game Devs empower gaming developers to create winning lock screen games?
Tags: gamedev, developer, development, gaming
Published: 2024-05-24 05:54:24

Nostra isn't just a platform for hosting [lock screen games](https://nostra.gg/?utm_source=referral&utm_medium=social+bookmarking&utm_campaign=Nostra); it's a developer's toolkit for crafting winning lock screen experiences that users can play on Nostra. Here's how [Nostra](https://nostra.gg/articles/top-gaming-company.html?utm_source=referral&utm_medium=social+bookmarking&utm_campaign=top+gaming+company+in+india) empowers creators:

Effortless Creation:  Nostra streamlines development with intuitive tools and pre-built templates.  Drag-and-drop design elements and user-friendly interfaces make crafting engaging visuals a breeze, allowing developers to focus on core gameplay mechanics.

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/osuc3o5xpc4ch86eh3l5.jpg)
A Community of Support:  Nostra fosters collaboration.  Developers have access to a thriving community forum, a space to share best practices, troubleshoot challenges, and learn from each other's experiences.  This collaborative environment empowers developers to continuously improve their craft.

Data-Driven Decisions:  Knowledge is power.  Nostra's robust analytics dashboards provide developers with invaluable insights into player behavior and game performance.  These insights allow developers to identify areas for improvement, optimize gameplay mechanics, and refine their marketing strategies to maximize user engagement.

Success Stories Abound:  The proof is in the playing!  Nostra boasts a library of successful [lock screen games](https://nostra.gg/articles/play-games-without-unlocking-your-phone.html?utm_source=referral&utm_medium=social+bookmarking&utm_campaign=Play+Games) like "Toy Story: The Room of Andy" and "Blox Live Wallpapers."  These games, created using Nostra's tools, showcase the platform's potential to empower developers to create commercially viable and critically acclaimed titles.
１３章２６
Published: 2024-05-24 05:48:23

4行目のエラーを回避するには、変数 `num` を `static` にする必要があります。`test` メソッドは `static` であるため、`static` メソッド内で `static` でないメンバー変数を直接参照することはできません。以下のように修正します：

```java
public class Main {
    static int num;

    private static void test() {
        num++;
        System.out.println(num);
    }

    public static void main(String[] args) {
        Main.test();
        Main.test();
    }
}
```

この修正により、プログラムは正しくコンパイルされ、実行時に `1` と `2` が表示されます。
PHONE HACK AND SPY APP EXPERT.
Published: 2024-05-24 05:44:13

-Technology has seeped into every nook and cranny of our relationships, providing both parties to stay connected and a Pandora’s box of potential secrets waiting to be uncovered. Enter Cyber Genie Hack Pro, the key to unlocking those digital mysteries. The age-old problem in almost all relationships is Trust. One minute you’re sharing your deepest thoughts over a candlelit dinner, next, you’re left wondering if your partner’s emoji use is hiding a deeper, darker truth. Why should you care about decoding your wife’s secret messages? Aside from the obvious curiosity that comes with uncovering hidden truths, understanding what’s going on behind the screen can help bridge the gap between what’s said and what’s unsaid in your relationship. Plus, who doesn’t love a good digital detective story? Now, onto the main event – how does this enigmatic Cyber Genie Hack Pro work its magic? Prepare to be dazzled by the software’s features and the technical wizardry behind retrieving those elusive deleted messages. With a wave of its virtual wand, Cyber Genie Pro promises to unearth deleted messages, uncover hidden conversations, and provide you with a front-row seat to the digital drama playing out in your wife’s messages. This software claims to reveal it all. Talk about a digital fairy godmother! So, you’ve successfully set up Cyber Genie Pro on your chosen devices – now what? It’s time to sit back, relax, and watch as the software works its magic, recovering and presenting you with those secret messages you’ve been yearning to see. From decoding cryptic conversations to analyzing the tone and context of each message, get ready to immerse yourself in a digital world of intrigue and discovery.
Email :_Cybergenie (@) Cyberservices (.) Com
_Telegram- (@)CYBERGENIEHACKPRO
Network policy at scale; scaling Calico to 15k+ nodes and 10k network policies
Tags: kubernetes, container, networking, security
Published: 2024-05-24 05:38:10

A year ago, Shaun faced the task of upgrading Calico to support **over 15,000 nodes and 10,000 network policies **without losing performance.

This video provides an in-depth overview of scale-out architecture, whether you're looking for a network policy solution or just interested in how we scaled our application on Kubernetes. You'll see how it evolved, how we conduct high-scale testing, and the improvements in version 3.27 that enhance performance.

**Key Highlights:
**🚀 Extensive Scalability: Learn how Calico now handles 15,000+ nodes.
🛠️ Architecture Evolution: See the advancements in Calico's network policy engine.
🧪 Testing at Scale: Discover our methods for high-scale testing and performance validation.
📈 Version 3.27 Improvements: Explore the enhancements that optimize performance and scalability.


{% embed https://www.youtube.com/watch?v=PA13_1IUCHE %}
Next.js Boilerplate Builder
Tags: nextjs, webdev, development
Published: 2024-05-24 05:34:42

Hello everyone! 👋🏻

I am really happy to introduce Loopple Boilerplate Builder - a tool that will help you accelerate your development in just a matter of days.

Our powerful tool integrates the best technologies to streamline your development process:

- Next.js for robust performance
- Tailwind CSS for sleek designs
- Paddle for hassle-free payments
- Open AI for intelligent features
- Supabase Auth & Database for seamless user management and data handling
- Loopple Drag & Drop for effortless customization
+ 7 pre-built pages examples

Whether you're a seasoned developer or just starting out, Loopple Boilerplate Builder helps you launch your projects in days, not weeks!

See how you can boost your development speed and build amazing web-based software with ease.

Also, we are giving a special limited 20% discount at Loopple Boilerplate Builder for Product Hunt friends! (use code at checkout: BOILERPLATE20)

Let us know what your thoughts are, your feedback is very valuable, as it helps us continuously improve our product. Thank you so much!

Below are some useful links if you want to contribute and give feedback ⬇️

📌 Website: https://www.loopple.com/boilerplate

📌 Documentation: https://boilerplate.loopple.com
Why Python and Snake
Published: 2024-05-24 05:13:19

Its been a strange few weeks but it wasn't easy. I'm learning how to code and I must say its not as easy as the tiktokers say or youtube it takes time and a lot of understanding. I know what I'm doing but its so frustrating doubting yourself 

So comes in my first Game Snake I now know the concept behind everything I've learned so far in my intro to python but I'm still a bit confused or shy but I know we shall ace it soon enough.

So to snake thank you.

[https://github.com/Just-Row/Snake-Game-Project-1.git](url)