teleren/devto huggingface dataset:
Creating a Simple Generative AI Chatbot with Python and TensorFlow
Published: 2024-07-09 22:33:39

**Introduction:**
In this article, we'll walk through the process of creating a basic generative AI chatbot using Python and TensorFlow. This chatbot will be capable of generating responses based on input text, showcasing the fundamentals of natural language processing and neural networks.
Prerequisites:

Basic knowledge of Python
Familiarity with neural networks concepts
Python 3.7 or later installed
TensorFlow 2.x installed

**Step 1: Setting Up the Environment**
First, ensure you have the necessary libraries installed:

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/weynsel0lgylmtxlffmz.png)

**Step 2: Preparing the Data**
We'll use a simple dataset for this example. Create a file named 'conversations.txt' with some sample dialogue:


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/4104wm2lintjysubrnja.png)

**Step 3: Preprocessing the Data**
Now, let's preprocess our data:

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/3uo980uj5vjkuntdopyx.png)

**Step 4: Building the Model**
Let's create a simple sequence-to-sequence model:


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/sq4hxiovhxu76hhtp7zc.png)

**Step 5: Training the Model**
Now, let's train our model:


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/uptdji6eer88i9fsib6r.png)

**Step 6: Using the Chatbot**
Finally, let's create a function to generate responses:


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/xclkjacnhpaj3vunte4l.png)

**Conclusion:**
This article demonstrates how to create a simple generative AI chatbot using Python and TensorFlow. While this example is basic, it provides a foundation for more complex chatbot implementations. Future improvements could include using larger datasets, implementing attention mechanisms, or exploring more advanced architectures like transformers.

Remember, creating **AI** models requires **ethical considerations** and responsible use. Always ensure your **chatbot** is designed to be helpful and not harmful.
BigQuery Schema Generation Made Easier with PyPI’s bigquery-schema-generator
Tags: data, dataengineering, bigquery, python
Published: 2024-07-09 22:35:35

When importing data into BigQuery, a crucial step is defining the table's structure - its schema. This schema can be auto-detected or defined manually.


### Auto-Detection with BigQuery’s LoadJobConfig Method (for Smaller Datasets)

When we load data from a CSV file, we use the LoadJobConfig method with the autodetect parameter set to True. This tells BigQuery's data importer (bq load) to peek at the first 500 records of your data to guess its schema. This works well for smaller datasets, especially if the data originates from a well-defined source like a pre-existing database.

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/h4v6y6poahk9s3ltaex2.png)



### Manual Definition: Tedious for Large & Evolving Data

When dealing with data extracted from a service like a REST API,  that might have thousands of records, or where older records may have different fields compared to newer ones, auto-detection falls short. Here, manually defining the schema becomes necessary. The traditional approach is to manually create a schema.json file.

Sure, you could skim through the JSON data, assuming you possess reading skills like Josh2funny ([Checkout the Nigerian comedian](https://youtu.be/k4szRq1R-08?si=xrMQ7sobeDuE723e&t=39)), and define the schema based on that. But wouldn't it be nice to have a more reliable approach?



### [PyPI’s bigquery-schema-generator](https://pypi.org/project/bigquery-schema-generator/)

This Python package is a lifesaver when it comes to generating BigQuery schemas. It works with newline-delimited data, whether it's in JSON, CSV format, or even a list of Python dictionaries and csv.DictReader objects. Unlike BigQuery's data importer, this package analyzes all your data to create a more accurate and error-free schema. Plus, it spares you the confusion that often arises with BigQuery's Repeated Mode and RECORD data type.

**Installation: Getting Started**
To install bigquery-schema-generator within your virtual environment, simply run:
`pip3 install bigquery-schema-generator`

**Usage**
The package offers various ways to integrate it into your workflow:
- Command Line: You can use it directly from the command line by running the included shell script, invoking the Python module, or using a Python script. The PyPI documentation provides all the details on these methods.
- As a Library : This is the method I used as indicated in the code below.

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/u4uxihoe119b5oaspwn6.png)

([Checkout the project](https://github.com/Noela-T/altschool-projects/tree/main/py_gcs_bq) I implemented with this tool.)
Day 0 - Beginning My Full-Stack Development Journey with JavaScript
Published: 2024-07-09 23:29:33

Today marks the first step of my journey towards becoming a full-stack developer. Despite being in a non-tech role, I've decided to kick things off with the "JavaScript Essential Training" course on LinkedIn Learning.

### Why JavaScript?
Well, before diving headfirst into frameworks like React.js, I wanted to revisit and reinforce my skillsets in JavaScript. As someone passionate about building robust and dynamic web applications, mastering JavaScript is key to unlocking a world of possibilities in web development.

### Sharing Progress
My goal with this journey is not only to acquire technical knowledge but also to share my experiences and insights with you all. That's why I've committed to posting daily updates here on DEV, documenting my learnings, challenges, and the occasional "aha!" moments that come with mastering a new skill.

So, here's to Day 1 of many more to come! I'm excited about the road ahead and can't wait to see where this journey takes me. Stay tuned for tomorrow's update, where I'll dive deeper into JavaScript and share more of my coding adventures.

Happy coding!💻
O que é e como usar o axios?
Published: 2024-07-09 23:11:03

## O que é?

Axios é uma biblioteca de JavaScript que permite fazer requisições HTTP de maneira simples e eficiente, em resumo é um cliente HTTP baseado em promises. 

## Como instalar?

`yarn add axios`

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/z5sz8ivp0imgylsdvnwz.png)
How can i recover my lost bitcoin investment from fake online investment
Tags: bitcoin, cryptocurrency, softwaredevelopment, news
Published: 2024-07-09 23:18:25

I will forever be grateful to Saclux Comptech Specialst. I almost lost my life after falling victim to a scam that went on for weeks, I got contacted by a man on Linkedin pretending to be a Forex trader investor, and he told me I’d make huge profits if I invested on his platform not knowing that I was being targeted, He had lured me in with enticing promises and guarantees, and I fell victim to his deceitful tactics not knowing it was scam. 

After realizing that I had been scammed, I felt a deep sense of despair and hopelessness. But then, I found a testimonial from Saclux Comptech Specialst on Reddit about how they recovered lost digital currency to scam victims, so I grabbed the opportunity quickly and contacted them. Their experts used advanced techniques and cutting-edge technology to trace and recover my funds. They worked tirelessly to ensure I received my digital currency back, and their dedication paid off.

Thanks to their efforts, I was able to recover a significant portion of my lost digital currency. I'm grateful for their assistance and highly recommend their services to anyone facing a similar situation. Don't lose hope if you've lost your digital currency – there are resources available to help you recover your funds. Take action, and don't let lost crypto investment or corrupted wallets get in the way of reclaiming your digital assets!" Reach out to Them via the information below

Email: sacluxcomptechspecialst@engineer.com
Website: https://sacluxcomptechspecialst.com/
Telegram: SacluxComptechTeam
Framer Motion | Giriş - Part 1
Tags: react, javascript, tutorial, webdev
Published: 2024-07-10 00:08:55

**Nedir ?**

Framer Motion, React uygulamalarında kolayca animasyon yapmanızı sağlayan bir kütüphanedir. Geçiş ve sürükleme gibi animasyon efektleri eklemek için kullanılır.

**Kim Tarafından Oluşturulmuştur ?**

Framer firması tarafından oluşturulmuştur. Framer, özellikle kullanıcı arayüzü (UI) tasarımı ve prototipleme araçları geliştiren bir şirkettir.

**Nasıl Kurulur ?**

Framer React 18 ve üst versiyonlarını destekler. Npm üzerinden yüklemek için aşağıdaki komut çalıştırılır.

```
npm install framer-motion
```
Framer motion kütüphanesinin herhangi bir bağımlılığı yoktur ve tek paket ile uygulamaya başlayabilirsiniz.

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/9gmpqge2o9pev41jl29h.png)


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/54k5u3um0py5qsybdle8.png)

Framer motion güncel olarak (10.07.2024) npm üzerinden yaklaşık 3,4 milyon haftalık indirilme ve github üzerinde 22700 star sayısı ile birlikte kullanıcıları tarafından ciddi bir beğeni kazandığını göstermiştir.

**Kullanım**

İsteğiniz component içerisinde _**framer-motion**_ kütüphanesinden **_motion_** objesini import edip herhangi bir html ya da svg elementi için bir motion bileşenini ekleyebilirsiniz.

```jsx
import { motion } from "framer-motion";

export default function App() {
  return <motion.div />;
}
```
[Game of Purpose] Day 52
Tags: gamedev
Published: 2024-07-09 23:38:30

Today I was working on making Manny go along the spline. And it is functioning somewhat properly.

{% embed https://youtu.be/rfgzU8qpxWs %}

I am really considering moving some functions to C++. The reason is that the onse using multiple variables are really hard to read and write.
For example the one, which moves Manny along the spline is a huge spaghetti.


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/5fixx23krny2tv9ezcsu.png)

Notice 2 guarding ifs then execution and invoking event again. 15 lines in C++, easy stuff. However, in Blueprints it's REALLY hard to know what is going on without any comments.
The Evolution of Hand Surgery: Innovations and Contributions by SunMay Clinic
Tags: socialmedia, mentalhealth, microsoftgraph
Published: 2024-07-09 23:49:34

**Introduction**

Hand surgery has advanced significantly over the years, playing a crucial role in restoring hand function and improving quality of life for patients. SunMay Clinic in Astana stands at the forefront of these advancements, integrating cutting-edge technologies and personalized care to achieve remarkable results. This article explores the evolution of hand surgery, highlighting SunMay Clinic's innovative contributions and commitment to excellence in medical care.

**The Evolution of Hand Surgery**

Early Beginnings

The history of hand surgery dates back to ancient times when basic surgical techniques were used to treat injuries and deformities. Over the centuries, advancements in anesthesia, sterilization, and surgical techniques laid the foundation for modern hand surgery.

The Advent of Modern Hand Surgery

The 20th century witnessed significant advancements in hand surgery, driven by technological innovations and specialized surgical techniques. These developments enabled surgeons to address complex hand injuries, deformities, and conditions with greater precision and success rates.

Technological Advancements

SunMay Clinic has embraced technological advancements to enhance surgical outcomes and patient care. Advanced imaging technologies, such as MRI and CT scans, enable precise diagnosis and treatment planning. Microsurgery techniques allow for intricate procedures, such as nerve repair and tissue reconstruction, with minimal tissue damage and faster recovery times.

Specialized Care at SunMay Clinic

Comprehensive Treatment Approach

SunMay Clinic offers a comprehensive approach to hand surgery, tailored to meet the unique needs of each patient. From trauma care to reconstructive surgery and rehabilitation, our multidisciplinary team of specialists provides personalized treatment plans designed to achieve optimal outcomes.

Innovations by SunMay Clinic

SunMay Clinic is dedicated to pioneering excellence in hand surgery. Our innovations include:

Advanced Rehabilitation Programs: Tailored rehabilitation programs that promote recovery and restore hand function.
Minimally Invasive Techniques: Utilization of minimally invasive surgical techniques to minimize scarring and accelerate healing.
Patient-Centered Care: Emphasis on patient education and support throughout the treatment journey, ensuring informed decision-making and improved outcomes.
Success Stories

Numerous success stories at SunMay Clinic illustrate our commitment to patient care and surgical excellence. Patients like Victor, a professional musician who regained hand mobility after a severe injury, exemplify the transformative impact of our specialized treatments and dedicated care.

Conclusion

SunMay Clinic continues to lead the way in advancing hand surgery, driven by innovation, expertise, and a commitment to patient-centric care. As we look to the future, our focus remains on improving outcomes, enhancing quality of life, and pioneering new standards in hand surgical practice.
Creating a Generative AI Chatbot with JavaScript
Published: 2024-07-09 23:56:04

Introduction
Generative AI has become a popular topic in the technology field over the past year. Many developers are creating interesting projects using this technology. Google has developed its own generative AI model called Gemini.
In this article, we will build a simple ChatBot with Node.js and integrate Google Gemini. We will use the Google Gemini SDK for this purpose.

What is Gemini?
Google Gemini is an advanced AI model developed by Google AI. Unlike traditional AI models, Gemini is not limited to text processing. It can also understand and operate on various formats such as code, audio, images and video. This feature opens up exciting possibilities for your Node.js projects.

Setting Up the Environment

- Install Required Packages

To create a generative AI chatbot with JavaScript, you'll need to install the following packages using npm or yarn:

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/pjfwfj7b6e21zvv8vz7i.PNG)

- Update package.json

Update your package.json file to include the type field:

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/5t1xgx16denip3z5rmwm.PNG)

- Replace API Key
Replace the API_KEY in your index.js file with your own API key from the Google API Studio.
Integrating Google Gemini
  

- Import Required Modules
Use ES6 import syntax for cleaner code:

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/jh8rp22ytewspsm9w74h.PNG)

- Initialize the Chatbot
Initialize the chatbot and set up the user input mechanism:

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/wgcwl4d8dbu49qn5swji.PNG)
Customizing the User Interface
  

- Use ora and chalk
Customize the user interface with ora and chalk for a more responsive and user-friendly experience:

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/dlywiisfax062ktlrjwx.PNG)
- Handle User Input
Handle user input and respond accordingly:

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/wcj9393rdfx91o2twwe7.PNG)
Running the Chatbot
Run the chatbot using Node.js:

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/3wedx15ou83rvsmuh4v0.PNG)
Example Code
Here's a complete example of how to create a generative AI chatbot using JavaScript:
![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/ayfydufuykrg7q6s8fo6.PNG)

Conclusion
By following these steps, you can create a generative AI chatbot that integrates Google Gemini and provides a user-friendly interface. This chatbot can handle user input and generate responses using the Google Gemini AI model.
Day 987 : Side Quest
Tags: hiphop, code, coding, lifelongdev
Published: 2024-07-10 00:18:57

_liner notes_:
- Professional : Had a meeting to start my day. Responded and researched some community questions. Added some functionality to an application I've been refactoring to use a new version of an SDK. Had another meeting. Then I did some more refactoring and then called it a day.

- Personal : Went through some tracks for the radio show. Went on a long side quest researching possibly buying a new backpack for when I travel. I looked at different manufacturers. I even watched review videos that were in different languages and relied on translated captions. haha I made a decision, but waiting to see what happens with the Samsung Galaxy Unpacked event happening on Wednesday to see if I'll have any money left after the announcements. haha. Ended the night watching an episode of "Demon Slayer".

![A wide shot of a lake reflecting the snow-capped peaks of the Sierra Nevada mountain range. The water is calm and still, and the snow on the ground reflects the light of the rising sun. The image is taken from the edge of a forest, looking towards the mountains, a trail winds along the edge of the lake. The location is "Three Brothers, CA, United States".](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/6q7uo1q4chrlye3b29cg.jpg)

Going to work on the radio show some more. May do some quick research on the travel backpack again. I need to figure out what I actually need to code to finish up this side project. Probably write up a list. I've got one more episode of "Demon Slayer" to watch before I catch up and that last episode... wow!

Have a great night!

peace piece
Dwane / conshus
https://dwane.io / https://HIPHOPandCODE.com
{% youtube J5T3yrByOiU %}
Framer Motion | Introduction - Part 1
Tags: react, javascript, webdev, tutorial
Published: 2024-07-10 00:33:12

**Introduction**

Framer Motion is a library that allows you to easily add animations to your React applications. It is used to add animation effects such as transitions and drag interactions.

**Creator**

It was created by the company Framer. Framer is a company that develops tools specifically for user interface (UI) design and prototyping.

**Installation**

Framer supports React 18 and higher versions. To install it via npm, run the following command:

```
npm install framer-motion
```
The Framer Motion library has no dependencies and you can start using it with a single package.

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/p0g1f9ypkew9poevck6a.png)
![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/g4uhnaggl4972qpu3ov9.png)

As of July 10, 2024, Framer Motion has approximately 3.4 million weekly downloads on npm and 22,700 stars on GitHub, indicating significant appreciation from its users.

**Usage**

Within your desired component, you can import the **_motion_** object from the **_framer-motion_** library and add a motion component for any HTML or SVG element.

```jsx
import { motion } from "framer-motion";

export default function App() {
  return <motion.div />;
}
```
Developing Smart Contracts with Truffle and Ganache
Published: 2024-07-10 00:33:59

Introduction:
Smart contracts have revolutionized the way businesses operate by providing a secure and transparent way of implementing agreements. They are self-executing contracts based on blockchain technology that eliminates the need for intermediaries in transactions. Developing smart contracts on the blockchain may seem like a daunting task, but with Truffle and Ganache, the process becomes easier and more efficient.

Advantages:
Truffle is a popular development framework that provides a comprehensive suite of tools for building and testing smart contracts. It simplifies the development process by providing a robust network, efficient testing framework, and easy debugging. On the other hand, Ganache is a personal blockchain platform that allows developers to test their smart contracts locally without incurring any gas fees. This saves both time and money as developers can quickly identify and fix any issues before deploying the contract on the live blockchain network.

Disadvantages:
One of the main disadvantages of using Truffle and Ganache is their steep learning curve. For new developers, it may take some time to get familiar with the tools and their functionalities. Additionally, Ganache only allows for local testing, so the smart contract may perform differently in a live network, leading to unforeseen errors.

Features:
Truffle and Ganache come with a range of features that make smart contract development efficient and hassle-free. Truffle provides automated contract testing, built-in build scripts, and built-in support for popular smart contract languages like Solidity and Vyper. Ganache offers a user-friendly interface for local testing, real-time contract execution, and the ability to change blockchain parameters for testing different scenarios.

Conclusion:
In conclusion, Truffle and Ganache are powerful tools that simplify the process of developing smart contracts. With their range of features and advantages, they are excellent for both beginners and experienced developers. However, it is essential to keep in mind their limitations and invest time in learning the tools thoroughly to harness their full potential. Overall, Truffle and Ganache make developing smart contracts a seamless and efficient process.
UNDERSTANDING CLOUD COMPUTING
Published: 2024-07-10 00:45:29

Cloud computing delivers computing services such as servers, networking, analytics, and software over the internet, making work more flexible and cost-effective.

Cloud computing cuts down cost for, in other words you pay for what you use. If you are not using it there is no cost involved.
It makes work easier and faster for developers. Also, there is a higher level of security cloud computing.
There are three deployment models, which consist of public cloud,private cloud and hybrid cloud.

Public cloud- A public cloud is a platform managed by an outside company that provides resources and services over the internet to users everywhere. It includes things like virtual machines, applications, and storage that can be accessed remotely.
Private cloud- A private cloud is a cloud setup just for one organization. It has its own computing resources like CPUs and storage that can be accessed when needed through a self-service portal. It is also known as an internal or corporate cloud.
Hybrid cloud- A hybrid cloud is a mix of different computing setups where applications use resources from both public and private clouds, as well as on-site data centers or edge locations. Many organizations use hybrid clouds because they don't rely solely on one public cloud provider.
The cloud service models are;
Iaas; Infrastructure as a Service, is a cloud computing model that provides on-demand access to computing power, storage, and networking. Example; Rackspace
Paas; Platform as a Service (PaaS) provides a full cloud environment with everything developers need to create, run, and manage applications. This includes servers, operating systems, networking, storage, middleware, and tools. Example; AWS
Saas; Software as a service, gives organizations benefits like flexibility and cost savings. With SaaS, vendors handle tasks like installing, managing, and updating software, so employees can focus on more important things. Example; Netflix
__
What charts would you want in a Portal?
Published: 2024-07-10 01:12:41

shadcn came out with some nice looking charts recently - we're going to add some into the widgets for you to see on your Portals. Boom.

Which ones would you want, and for what type of widgets? 

Join the discussion

https://www.reddit.com/r/WhatThePortal/comments/1dzj122/how_about_some_charts/