learn-ai-engineering

Learn AI and LLMs from scratch using free resources
https://github.com/ashishps1/learn-ai-engineering

Last synced: 5 days ago
JSON representation

AI & ML Fundamentals
- Machine Learning Frameworks
Mathematical Foundations
Deep Learning
- Machine Learning Frameworks
- Deep Learning Frameworks
  - TensorFlow
  - PyTorch
  - Keras
Books
- Tools
- LLM Frameworks
  - Deep Learning
  - Deep Learning with Python
Must-Read AI Papers
- Tools
Large Language Models (LLMs)
- Reinforcement Learning
- - Intro to LLMs
- LLM Chatbots
  - Perplexity
  - Claude
  - ChatGPT
  - Gemini
- LLM Based IDEs
  - Windsurf
  - GitHub Copilot
- Open Source LLMs
  - Llama
  - Deepseek
- LLM APIs
- LLM Tools & Frameworks
  - Ollama
  - Instructor
  - Outlines
  - LangChain
  - LlamaIndex
Prompt Engineering
- LLM Based IDEs
Retrieval-Augmented Generation (RAG)
- LLM Based IDEs
  - Introduction to RAG - Coursera
  - RAG Techniques - Github
Model Context Protocol (MCP)
- LLM Based IDEs
MLOps & Deployment
- Tools
  - Streamlit
  - MLflow
- LLM Based IDEs
Youtube Channels
- LLM Frameworks
  - Andrej Karpathy
Python
- AI Python for Beginners - Deeplearning.ai
Deep Learning Specializations
- Computer Vision
  - Deep Learning for Computer Vision - Stanford
- Natural Language Processing (NLP)
  - NLP Specialization - Coursera
- Reinforcement Learning
  - Deep RL Course - Hugging Face
  - Deep RL Bootcamp - UC Berkeley
Guides
- Tools
  - OpenAI Cookbook
  - Anthropic courses
AI Agents
- LLM Based IDEs
Other Resources
- Tools
  - Kaggle Competitions
Generative AI
- Reinforcement Learning
Experiment & Deployment
- AI IDEs
  - MLflow

Programming Languages

Jupyter Notebook 5 Python 2

Categories

Large Language Models (LLMs) 31 Books 11 AI & ML Fundamentals 9 Deep Learning 7 Must-Read AI Papers 6 Prompt Engineering 6 MLOps & Deployment 5 Mathematical Foundations 4 Deep Learning Specializations 4 AI Agents 4 Generative AI 3 Model Context Protocol (MCP) 3 Retrieval-Augmented Generation (RAG) 2 Guides 2 Python 1 Experiment & Deployment 1 Other Resources 1 Youtube Channels 1

Sub Categories

Tools 20 LLM Based IDEs 20 Reinforcement Learning 18 Machine Learning Frameworks 8 LLM Tools & Frameworks 5 LLM APIs 4 LLM Chatbots 4 LLM Frameworks 3 Deep Learning Frameworks 3 Open Source LLMs 2 AI IDEs 1 Computer Vision 1 Natural Language Processing (NLP) 1

Keywords

ai 5 llms 5 llm 3 generative-ai 2 rag 2 prompt-engineering 2 python 2 langchain 2 openai 2 tutorials 2 microsoft-for-beginners 2 machine-learning 2 rnn 1 nlp 1 course 1 large-language-models 1 roadmap 1 gan 1 deep-learning 1 computer-vision 1 cnn 1 artificial-intelligence 1 mcp 1 opeani 1 llama-index 1 transformers 1 semantic-search 1 language-model 1 gpt 1 generativeai 1 dall-e 1 chatgpt 1 azure 1 langgraph 1 genai 1 agents 1 symbolic-ai 1 structured-generation 1 regex 1 json 1 cfg 1