teleren/devto huggingface dataset:
How to Create and Use Requirements.txt in Python
Tags: python, tutorial, development, programming
Published: 2024-04-11 22:41:54

After setting up your Python project, creating a `requirements.txt` file is essential for simplifying the installation process of dependencies for anyone cloning your project. This file lists all the Python packages required to run your project.

By creating a `requirements.txt` file, you ensure that others can easily replicate your project's environment, maintaining consistency and compatibility across different systems.

Before installing dependencies, consider create a virtual environment to isolate your project from other projects on your system. This prevents conflicts and ensures a clean environment for your project. 

> You can learn more about virtual by following one of my tutorials [here](https://dev.to/wesleybertipaglia/series/27061).

---

**Creating the requirements.txt File**:
To generate the requirements.txt file, execute the following command in your project directory:

```bash
pip freeze > requirements.txt
```

**Installing Dependencies:**
To install all project dependencies from the requirements.txt file, use the following command:

```bash
pip install -r requirements.txt
```

--- 

**Troubleshooting Tips:**
- Remember to update your `requirements.txt` file whenever you add, remove, or update dependencies in your project.
- If you encounter dependency conflicts or compatibility issues, consider revising the version constraints in your `requirements.txt` file.
AWS
Tags: cloud, aws
Published: 2024-04-11 22:17:31

## Guides

- [AWS Official - Best security practices, identities and compliance](https://aws.amazon.com/pt/architecture/security-identity-compliance/?cards-all.sort-by=item.additionalFields.sortDate&cards-all.sort-order=desc&awsf.content-type=*all&awsf.methodology=*all)
- [AWS Security Incident Response Guide](https://docs.aws.amazon.com/pdfs/whitepapers/latest/aws-security-incident-response-guide/aws-security-incident-response-guide.pdf#aws-security-incident-response-guide)

## Where to learn

- [Kontra - AWS Top 10](https://application.security/free/kontra-aws-clould-top-10)
- [A Cloud Guru - AWS Security](https://acloudguru.com/learning-paths/aws-security)
- [Youtube - Loi Liang Yang ](https://www.youtube.com/c/LoiLiangYang)
The Power of Anonymous Planning Poker 🫣
Tags: webdev, agile, scrum, react
Published: 2024-04-11 22:03:04

As an agile practitioner, I’ve always been a proponent of planning poker for improving estimation accuracy and fostering collaboration within teams. However, there’s one aspect of planning poker that often goes unnoticed: the significance of anonymity.

Anonymous planning poker takes the benefits of this estimation technique to new heights by eliminating bias and creating a safe environment for honest estimations. When team members can submit their estimates without revealing their identity, it levels the playing field and ensures that every opinion is valued equally, regardless of seniority or expertise.


**The benefits of anonymous planning poker are numerous:**

1. It eliminates the influence of authority **bias**, conformity bias, and other psychological factors that can skew estimates.

2. It encourages team members to express their true opinions without fear of judgment, leading to more **honest estimates**.

3. It promotes diversity of thought by encouraging all team members to contribute their **unique perspectives**.

4. It increases **participation** by lowering the barrier for those who may be hesitant to speak up in open estimation sessions.

To dive deeper into the power of anonymous planning poker and learn how Kollabe facilitates it, read the full article on our blog: [The of Anonymous Planning Poker](https://kollabe.com/posts/anonymous-planning-poker)

By embracing anonymous planning poker and leveraging tools like Kollabe, teams can unlock the benefits of more accurate and unbiased estimates, ultimately leading to better project outcomes.
ChatGPT AI chat model with Llama2, Workers AI Model, Hono.js and Wranger.
Tags: cloudflarechallenge, devchallenge, webdev, ai
Published: 2024-04-11 22:04:24

*This is a submission for the [Cloudflare AI Challenge](https://dev.to/devteam/join-us-for-the-cloudflare-ai-challenge-3000-in-prizes-5f99).*

![Ai Chat app.png](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/n07bc0vrajjglp2ll4jx.png)

ChatGPT AI chat model with Llama2, Workers AI Model, Hono.js and Wranger.


# What I Built

A ChatGPT app using llama-2-7b-chat-int8 model from Cloudflare. Implemented with Worker AI, Hono.js

# Demo

Features:

- History panel
- Content Streaming
- New Chat functionality 

👉 [Link to project](https://ai-chat-app.ocxigin.workers.dev/)




![Ai Chat app.gif](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/v5sw313ihvtx15zv2gze.gif)

[Link to the project](https://ai-chat-app.ocxigin.workers.dev/)

# GitHub Code

[Link to GitHub repo](https://github.com/alex-anie/ai-chat-app.git)

# Implementation

This app is built to function exactly like ChatGPT. You can ask questions and the app will generate a stream response. It has a history panel to track previous prompts, which is useful for tracking what you entered.

I used the following tools to accomplish this task.

- **[Llama](https://developers.cloudflare.com/workers-ai/models/llama-2-7b-chat-fp16/) A text generator language model
- **[Hono.js](https://hono.dev/)**: A web framework for Cloudflare Workers
- **[Worker AI](https://developers.cloudflare.com/workers-ai/)**: To run machine learning models, on the Cloudflare network,
DreamGaussian: Generative Gaussian Splatting for Efficient 3D Content Creation
Tags: machinelearning, ai, beginners, datascience
Published: 2024-04-11 21:56:04

*This is a Plain English Papers summary of a research paper called [DreamGaussian: Generative Gaussian Splatting for Efficient 3D Content Creation](https://aimodels.fyi/papers/arxiv/dreamgaussian-generative-gaussian-splatting-efficient-3d-content). If you like these kinds of analysis, you should subscribe to the [AImodels.fyi newsletter](https://aimodels.substack.com) or follow me on [Twitter](https://twitter.com/mikeyoung44).*

# DreamGaussian: Generative Gaussian Splatting for Efficient 3D Content Creation

## Overview

This paper presents DreamGaussian, a novel method for efficiently creating 3D content. It combines techniques from deep learning and computer graphics to generate high-quality 3D models and scenes from textual descriptions. The key idea is to use a generative model to predict a set of 3D Gaussian kernels or "splats" that can be rendered to produce the desired 3D geometry.

## Key Themes and Findings

### Gaussian Splatting
The core of DreamGaussian is the idea of representing 3D geometry as a set of 3D Gaussian kernels or splats. Each splat has parameters like position, scale, and intensity that collectively define the overall 3D shape. This compact representation allows efficient storage and rendering.

### Deep Generative Model
DreamGaussian uses a deep neural network to predict the set of splat parameters from a text prompt. The model is trained on a large corpus of 3D shapes and their text descriptions to learn the mapping from text to geometry parameters.

### Neural Rendering
Once the splat parameters are predicted, DreamGaussian uses a neural rendering pipeline to convert them into a visualized 3D shape or scene. This involves splatting the kernels into a 3D tensor followed by neural rendering techniques like raymarching.

### Interactive Editing
A key benefit is that the predicted splat parameters can be easily edited and fine-tuned to iteratively refine the generated 3D content based on user feedback.

## Analysis

### Limitations
- Relies on training data, so may struggle with out-of-distribution prompts
- Quality depends on neural network capacity and training data coverage
- Trade-off between geometric detail and compactness of representation

### Implications
- Enables efficient creation of 3D assets from natural language descriptions
- Potential for interactive 3D modeling tools and computer-aided design
- Applications in games, movies, digital twins, and other 3D domains
- Advances state-of-the-art in text-to-3D synthesis

Overall, DreamGaussian presents an exciting new direction for generative 3D modeling that could significantly increase the efficiency and accessibility of 3D content creation across many fields.

**If you enjoyed this summary, consider subscribing to the [AImodels.fyi newsletter](https://aimodels.substack.com) or following me on [Twitter](https://twitter.com/mikeyoung44) for more AI and machine learning content.**
DevLog #9 - Panning Poker for Scrum
Published: 2024-04-11 21:54:08

Estimating the stories is a key practice in Scrum Agile methodology. It helps team to take more measurable view about the project and it exposes the understanding towards severity, uncertainty and complexity of the story also.

Before starting the project, team should sit together and need to estimate backlog stories to put into sprint backlog. If there are people with different experience levels, it will be more challenging to estimate stories since they will identify story size in different ways. To solve this issue, there is a small technique like a game called "Planning poker" and according to my opinion it will helps team members to have common estimation that is suitable for all the team members.
And the other hand, it will improve the shared understanding of the user story among the team members because they have to discuss about the user story deeper.

In out project scenario, we had a issue with estimating our stories in last sprint with different experience level people and we got delayed some of our tasks than we expected. Then we discussed and came up with a idea to experiment with the "Planning poker" and test it's productivity.
Data-Efficient Multimodal Fusion on a Single GPU
Published: 2024-04-11 21:46:56

*This is a Plain English Papers summary of a research paper called [Data-Efficient Multimodal Fusion on a Single GPU](https://aimodels.fyi/papers/arxiv/data-efficient-multimodal-fusion-single-gpu). If you like these kinds of analysis, you should subscribe to the [AImodels.fyi newsletter](https://aimodels.substack.com) or follow me on [Twitter](https://twitter.com/mikeyoung44).*

The paper introduces FuseMix, a multimodal augmentation scheme that learns a shared latent space between different modalities, such as images, text, and audio, by leveraging pre-trained unimodal encoders. The key advantages of FuseMix are its competitive performance compared to state-of-the-art methods and its significantly lower computational and data requirements.

Specifically, FuseMix outperforms CLIP, a prominent image-text retrieval model, on the Flickr30K text-to-image retrieval task while using approximately 600 times fewer GPU days and 80 times fewer image-text pairs during training. Additionally, the paper demonstrates how FuseMix can convert pre-trained text-to-image generative models into audio-to-image ones, showcasing its versatility.

The authors argue that pre-trained unimodal encoders, which are trained on large amounts of unimodal data, provide an effective starting point for creating multimodal models at a much lower cost compared to training from scratch on massive datasets of paired inputs.

**If you enjoyed this summary, consider subscribing to the [AImodels.fyi newsletter](https://aimodels.substack.com) or following me on [Twitter](https://twitter.com/mikeyoung44) for more AI and machine learning content.**
What is flash bitcoin?
Published: 2024-04-11 21:28:09

Flash Bitcoin, also known as Flash BTC, is a revolutionary technology that allows for lightning-fast transactions using the popular cryptocurrency Bitcoin. If you're looking to buy Flash Bitcoin online, there are several options available. In this article, I will discuss the various platforms and software that offer Flash Bitcoin and provide a brief overview of each.
Flash Bitcoin Software
One option for purchasing Flash Bitcoin online is through Flash Bitcoin software. This software is designed to enhance the speed and efficiency of Bitcoin transactions, Some are developed to send 1–100BTC per day. The software utilizes advanced algorithms and cutting-edge technology to ensure that your transactions are processed quickly and securely. Popular Flash Bitcoin software options include Bitgen Flash BTC sender and Flash Bitcoin Generator.
Visit Website:https://eaziishop.shop
Telegram: @eaziishops
Flash BTC Sender
Flash BTC Sender is a popular platform for buying Flash Bitcoin online. This platform allows users to send Bitcoin quickly and securely, making it an excellent choice for those who need to make time-sensitive transactions. Flash BTC Sender offers a user-friendly interface and a wide range of features, making it suitable for both beginners and experienced Bitcoin users.
Visit Website:https://eaziishop.shop
Telegram: @eaziishops
Flash Bitcoin Generator
Another option for purchasing Flash Bitcoin online is through a Flash Bitcoin Generator. This software allows users to generate Flash Bitcoin directly to their wallets, eliminating the need for third-party exchanges and minimizing transaction fees. Flash Bitcoin Generators are specifically designed to optimize the speed and efficiency of Bitcoin transactions, making them an excellent choice for those who require fast and secure transfers.Flash Software
relevant link https://eaziishop.shop/product-category/flash-software/
Bitcoin Flashing
Telegram: https://t.me/eaziishops
Bitcoin flashing is a process that involves increasing the balance of a Bitcoin address by exploiting vulnerabilities in the cryptocurrency's network. While Bitcoin flashing can be a controversial topic, some online platforms offer Flash Bitcoin through this method. It is important to exercise caution when engaging in Bitcoin flashing, as it can carry various risks and legal implications.
Personally i Advice you visit https://eaziishop.shop/product-category/flash-software/
In conclusion, there are several options available for purchasing Flash Bitcoin online. Whether you choose to utilize Flash Bitcoin software, platforms like Flash BTC Sender, or explore Bitcoin flashing, it is essential to prioritize security and conduct thorough research before proceeding. Flash Bitcoin offers an exciting opportunity for fast and efficient transactions, and by choosing the right platform, you can take advantage of these benefits while safeguarding your assets. https://eaziishop.shop/product-category/flash/ https://eaziishop.shop/product-category/flash-software/
Flash bitcoin
Published: 2024-04-11 21:27:33

Flash Bitcoin, also known as Flash BTC, is a revolutionary technology that allows for lightning-fast transactions using the popular cryptocurrency Bitcoin. If you're looking to buy Flash Bitcoin online, there are several options available. In this article, I will discuss the various platforms and software that offer Flash Bitcoin and provide a brief overview of each.
Flash Bitcoin Software
One option for purchasing Flash Bitcoin online is through Flash Bitcoin software. This software is designed to enhance the speed and efficiency of Bitcoin transactions, Some are developed to send 1–100BTC per day. The software utilizes advanced algorithms and cutting-edge technology to ensure that your transactions are processed quickly and securely. Popular Flash Bitcoin software options include Bitgen Flash BTC sender and Flash Bitcoin Generator.
Visit Website:https://eaziishop.shop
Telegram: @eaziishops
Flash BTC Sender
Flash BTC Sender is a popular platform for buying Flash Bitcoin online. This platform allows users to send Bitcoin quickly and securely, making it an excellent choice for those who need to make time-sensitive transactions. Flash BTC Sender offers a user-friendly interface and a wide range of features, making it suitable for both beginners and experienced Bitcoin users.
Visit Website:https://eaziishop.shop
Telegram: @eaziishops
Flash Bitcoin Generator
Another option for purchasing Flash Bitcoin online is through a Flash Bitcoin Generator. This software allows users to generate Flash Bitcoin directly to their wallets, eliminating the need for third-party exchanges and minimizing transaction fees. Flash Bitcoin Generators are specifically designed to optimize the speed and efficiency of Bitcoin transactions, making them an excellent choice for those who require fast and secure transfers.Flash Software
relevant link https://eaziishop.shop/product-category/flash-software/
Bitcoin Flashing
Telegram: https://t.me/eaziishops
Bitcoin flashing is a process that involves increasing the balance of a Bitcoin address by exploiting vulnerabilities in the cryptocurrency's network. While Bitcoin flashing can be a controversial topic, some online platforms offer Flash Bitcoin through this method. It is important to exercise caution when engaging in Bitcoin flashing, as it can carry various risks and legal implications.
Personally i Advice you visit https://eaziishop.shop/product-category/flash-software/
In conclusion, there are several options available for purchasing Flash Bitcoin online. Whether you choose to utilize Flash Bitcoin software, platforms like Flash BTC Sender, or explore Bitcoin flashing, it is essential to prioritize security and conduct thorough research before proceeding. Flash Bitcoin offers an exciting opportunity for fast and efficient transactions, and by choosing the right platform, you can take advantage of these benefits while safeguarding your assets. https://eaziishop.shop/product-category/flash/ https://eaziishop.shop/product-category/flash-software/
My struggle learning props in phase 2
Published: 2024-04-11 21:26:31

When I first started this second phase I thought it'd be much easier since I got the basics of Javascript down pretty well and in the beginning, I was looking at React and thinking to myself "Oh this isn't so bad actually, I think I could do this fairly easily" and I began down the road of learning React.

After the first few labs, I was still feeling pretty good about learning React and it felt slightly simple so I wasn't worried about it too much, I was doing pretty good with components and props and was very confident until I was asked to pass a prop to a child component, I thought it was going to be pretty simple since I did it already (albeit I lacked a lot of understanding of it).

It was a humble Article component tasked with rendering blog posts on a webpage. Here's a snippet of my initial attempt:

```
import React from "react";

const Article = ({ title, date = "January 1, 1970", preview }) => {
  return (
    <article>
      <h3>{title}</h3>
      <small>{date}</small>
      <p>{preview}</p>
    </article>
  );
};

export default Article;
```

Simple and pretty straightforward and I believed I had finished and would pass all of the tests with this since I passed all of the props down from ArticleList.js using code written like this:

```
function ArticleList({ posts }) {
  return (
    <main>
      {posts.map((post, index) => (
        <Article key={index} post={post} />
```

I was stumped for hours as to why this wasn't working because I thought it was returning an easily usable array with all of the data needed. After hours of staring at my screen not understanding what was wrong  I finally realized that I needed to use destructuring instead of just sending the array down to the child component as is and the code I ended up writing was this:

```
import React from "react";
import Article from "./Article";

function ArticleList({ posts }) {
  return (
    <main>
      {posts.map((post) => (
        <Article
          key={post.id}
          title={post.title}
          date={post.date}
          preview={post.preview}
        />
      ))}
    </main>
  );
}

export default ArticleList;

```

when it finally passed the test using this code I was so relieved yet annoyed at myself for taking so long with such a simple problem, I often overthink and overcomplicate my issues with coding instead of trying to fix starting from basic problems.

After this mini project, though I feel like my understanding of props in general has gone up tremendously, though there is still more to learn with them, I'm pretty confident that I can use them without much trouble now.

In the end, my experience learning props was not as smooth as I had hoped due to me needlessly overcomplicating it, but because I spent so much time on it I think I developed a deeper understanding of it that you could only get through trial and error and experience. Though I know in the future there will still be new problems I get stuck on and code that I overcomplicate, but I'm excited to learn it nonetheless.
What is flash bitcoin?
Published: 2024-04-11 21:04:54

Flash Bitcoin, also known as Flash BTC, is a revolutionary technology that allows for lightning-fast transactions using the popular cryptocurrency Bitcoin. If you're looking to buy Flash Bitcoin online, there are several options available. In this article, I will discuss the various platforms and software that offer Flash Bitcoin and provide a brief overview of each.
Flash Bitcoin Software
One option for purchasing Flash Bitcoin online is through Flash Bitcoin software. This software is designed to enhance the speed and efficiency of Bitcoin transactions, Some are developed to send 1–100BTC per day. The software utilizes advanced algorithms and cutting-edge technology to ensure that your transactions are processed quickly and securely. Popular Flash Bitcoin software options include Bitgen Flash BTC sender and Flash Bitcoin Generator.
Visit Website:https://eaziishop.shop
Telegram: @eaziishops
Flash BTC Sender
Flash BTC Sender is a popular platform for buying Flash Bitcoin online. This platform allows users to send Bitcoin quickly and securely, making it an excellent choice for those who need to make time-sensitive transactions. Flash BTC Sender offers a user-friendly interface and a wide range of features, making it suitable for both beginners and experienced Bitcoin users.
Visit Website:https://eaziishop.shop
Telegram: @eaziishops
Flash Bitcoin Generator
Another option for purchasing Flash Bitcoin online is through a Flash Bitcoin Generator. This software allows users to generate Flash Bitcoin directly to their wallets, eliminating the need for third-party exchanges and minimizing transaction fees. Flash Bitcoin Generators are specifically designed to optimize the speed and efficiency of Bitcoin transactions, making them an excellent choice for those who require fast and secure transfers.Flash Software
relevant link https://eaziishop.shop/product-category/flash-software/
Bitcoin Flashing
Telegram: https://t.me/eaziishops
Bitcoin flashing is a process that involves increasing the balance of a Bitcoin address by exploiting vulnerabilities in the cryptocurrency's network. While Bitcoin flashing can be a controversial topic, some online platforms offer Flash Bitcoin through this method. It is important to exercise caution when engaging in Bitcoin flashing, as it can carry various risks and legal implications.
Personally i Advice you visit https://eaziishop.shop/product-category/flash-software/
In conclusion, there are several options available for purchasing Flash Bitcoin online. Whether you choose to utilize Flash Bitcoin software, platforms like Flash BTC Sender, or explore Bitcoin flashing, it is essential to prioritize security and conduct thorough research before proceeding. Flash Bitcoin offers an exciting opportunity for fast and efficient transactions, and by choosing the right platform, you can take advantage of these benefits while safeguarding your assets. https://eaziishop.shop/product-category/flash/ https://eaziishop.shop/product-category/flash-software/