youssefhosni / getting-started-with-generative-ai

A curated list of articles and tutorials to start with and understand generative AI

Getting-Started-with-Generative-AI

A curated list of articles and tutorials to start with and understand generative AI

Introduction to Generative AI

• Introduction to Generative AI: What It Is & Main Applications
• Generative AI Learning Roadmap: From Absolute Beginner to Practioner [Part 1]
• Generative AI Learning Roadmap: From Absolute Beginner to Practioner [Part 2]
• Generative AI Learning Roadmap: From Absolute Beginner to Practioner [Part 3]

Generative Language Models & Applications

• What Are Large Language Models?
• 5 Challenges Come with Building LLM-Based Applications
• Vector Database: The Secret Behind Large Language Models Capabilities
• Parameter-Efficient Fine-Tuning (PEFT): Fine-tune Large Language Models with Limited Resources

Hands-On LangChain for LLM Applications Developments

LangChain Basics

• Hands-On LangChain for LLM Applications Development: Prompt Templates | Article | Code
• Hands-On LangChain for LLM Applications Development: Output Parsing | Article | Code
• Hands-On LangChain for LLMs App: ChatBots Memory| Article | Code
• Hands-On LangChain for LLMs App Development: Chains | Article | Code

Retrieval Augmented Generation (RAG) with LangChain

• Hands-On LangChain for LLM Applications Development: Documents Loading
• Hands-On LangChain for LLM Applications Development: Documents Splitting [Part 1]
• Hands-On LangChain for LLM Applications Development: Documents Splitting [Part 2]
• Hands-On LangChain for LLM Applications Development: Vector Database & Text Embeddings
• Hands-On LangChain for LLM Applications Development: Information Reterival

Prompt Engineering for Instruction-Tuned LLM

• Prompt Engineering Best Practices for Instruction-Tuned LLM [Part 1]
• Prompt Engineering Best Practices for Instruction-Tuned LLM [Part 2]
• Prompt Engineering for Instruction-Tuned LLM: Iterative Prompt Development

Projects

• Automating YouTube Script Writing with LangChain and Streamlit: A Step-by-Step Guide
• Building a PDF-Chat App using LangChain, OpenAI API & Streamlit
• Top 10 Open Source LLMs To USE In Your Next LLM Application
• 10 Large Language Models Projects To Build Your Portfolio
• 10 Guided Large Language Models Projects to Build Your Portfolio

Learning Resoruces & Roadmaps

• From Novice to Expert: A Comprehensive Step-by-Step Study Plan for Mastering LLMs
• Top 10 Large Language Models GitHub Repository
• Top Resources to Learn & Understand RLHF
• Top Resources to Master RAG: From Basic Level to Advanced
• Overview of LLM Quantization Techniques & Where to Learn Each of Them?
• 6 Resources to Master Vector Databases & Building a Vector Storage
• 5 Top Large Langauge Models Practical & Theoretical Courses
• What is LLMOps and How to Get Started With It

LLM News & Trends

• Falcon40 LLM: The Top Recent Open-Source LLMs
• Access GPT-4 for Free through these 4 Tools
• 4 ChatGPT Tips To Be In The Top 1% of Its Users
• A Comprehensive Introduction to AutoGPT: What It Is & How to Use It?
• DALL- E3 Is Out! Here Is What You Need to Know About It

Generative Image Models & Applications

• Introduction to Large Language Models with GPT & LangChain (DataCamp Code Along)
• Prompt Engineering with GPT & LangChain (DataCamp Code Along)
• Building Multimodal AI Applications with LangChain & the OpenAI API
• Semantic Search with Pinecone Retrieval Augmented Generation with OpenAI API & Pinecone (DataCamp Code Along)
• Building Chatbots with the OpenAI API & Pinecone (DataCamp Code Along) Using Open Source AI Models with Hugging Face (DataCamp Code Along)
• Building NLP Applications with Hugging Face (DataCamp Code Along)
• Image Classification with Hugging Face (DataCamp Code Along)

Overview of Generative Image Models

• Comprehensive Introduction to AI Image Generation

GANS

• A Gentle Introduction to Generative Adversarial Networks (GANs)
• You Probably Know GANs, But Do You Know How To Train It?
• How Can We Evaluate the Generated Images By GANs?
• Overview of Important GANs Models & Applications
• Building & Training GAN Model From Scratch In Python
• Building GANs Application and Deploying it on Streamlit & Heroku

Diffusion Models

• Unlocking the Mysteries of Diffusion Models: An In-Depth Exploration
• Getting Started With Stable Diffusion
• Stable Diffusion-Based Image Generation Web Application Using Fast API & React
• Efficient Strategies for Effective Stable Diffusion Prompt: A Comprehensive Guide

Generative AI Ethics

• What Is Responsible AI & How Big Companies Implement It In Their Products?