Gen AI Resources
A curated collection of the best external resources for learning and building with Generative AI
♥ I've curated these resources from my own learning journey and am sharing them to help the community grow together.
Google Cloud Professional Machine Learning Engineer
Validate your ability to design, build, and productionize ML models using Google Cloud technologies.
AWS Certified Machine Learning – Specialty
Demonstrate your expertise in building, training, tuning, and deploying ML models on AWS.
Microsoft Azure AI Fundamentals (AI-900)
Learn foundational AI and ML concepts on Microsoft Azure. Great entry point for beginners.
IBM AI Engineering Professional Certificate
Master deep learning and machine learning fundamentals with hands-on projects using IBM tools.
Databricks Generative AI Engineer Associate
Prove your skills in building generative AI solutions using Databricks and LLM-based applications.
Generative AI with Large Language Models
Learn the fundamentals of generative AI, including transformer architecture, fine-tuning, and RLHF.
Stanford CS224N: NLP with Deep Learning
World-class Stanford course covering NLP fundamentals, attention mechanisms, and modern language models.
Practical Deep Learning for Coders
Top-down approach to deep learning. Build real models from day one with the fast.ai library.
AI For Everyone
Non-technical course by Andrew Ng explaining what AI is and how it impacts business and society.
OpenAI Platform
Access GPT-4, DALL-E, Whisper, and more via API. The leading LLM platform for developers.
Hugging Face
The leading open-source AI platform with thousands of models, datasets, and Spaces to explore.
Google AI Studio
Prototype with Gemini models quickly. Build with the Gemini API in a browser-based IDE.
LangChain
Framework for building applications powered by language models with composable components.
Replicate
Run open-source ML models in the cloud with a simple API. Deploy custom models easily.
OpenAI API Documentation
Comprehensive guides for GPT, DALL-E, embeddings, fine-tuning, and assistants API.
Anthropic API Documentation
Full reference for the Claude API including messages, tool use, and prompt engineering guides.
Google Gemini API Documentation
Guides and references for building with Gemini models, multimodal inputs, and function calling.
LangChain Documentation
Detailed docs for LangChain framework covering chains, agents, memory, and integrations.
Hugging Face Documentation
Docs for Transformers, Diffusers, Datasets, and the Hugging Face Hub ecosystem.
r/MachineLearning
Active Reddit community for ML research discussions, paper reviews, and industry news.
Hugging Face Community
Discussion forums and Discord for open-source AI model development and collaboration.
AI Stack Exchange
Q&A community for AI researchers and practitioners. Get expert answers to technical questions.
MLOps Community
Community focused on ML operations, production ML systems, and engineering best practices.
arXiv - AI & ML Papers
The primary preprint server for cutting-edge AI and ML research papers. Updated daily.
Papers With Code
Browse ML papers with linked code implementations, benchmarks, and state-of-the-art results.
Semantic Scholar
AI-powered research tool for finding and understanding scientific papers across all fields.
Google Scholar
Broadly search scholarly literature across disciplines, including AI and computer science.
3Blue1Brown
Beautifully animated math and ML explanations. Excellent neural network and deep learning series.
Andrej Karpathy
Former Tesla AI director and OpenAI co-founder. Deep dives into neural networks from scratch.
Two Minute Papers
Quick, accessible overviews of the latest AI research papers. Great for staying up to date.
Yannic Kilcher
In-depth paper reviews and ML news. Thorough technical breakdowns of important AI papers.
CrewAI
Framework for orchestrating role-playing autonomous AI agents that collaborate on complex tasks.
AutoGen
Microsoft framework for building multi-agent conversational AI systems and workflows.
LangGraph
Build stateful, multi-actor AI applications with cycles and controllability using LangChain.
n8n
Low-code workflow automation tool with AI agent capabilities. Connect AI to any app or service.
The Batch by DeepLearning.AI
Andrew Ng's weekly newsletter covering the most important AI news and insights.
TLDR AI
Daily newsletter with bite-sized AI news, research highlights, and tool launches.
Lil'Log
In-depth technical blog posts on ML topics by Lilian Weng. Comprehensive reference material.
Jay Alammar's Blog
Visual and intuitive explanations of ML concepts, including the famous "Illustrated Transformer" post.