Important Links & Resources
Essential tools, courses, and references for AI learning
📚 Learning Resources
📋 Original Course Materials
These are the essential resources from your original documentation
Flashcards for Review
- Introduction to AI Flashcards - Flash cards to review topics covered in this guide
Online Courses
- LLM Engineering - Master AI and Large Language Models - Advanced LLM engineering course
Additional Learning Resources
🛠️ Development Tools
Vector Databases
- Pinecone - Managed vector database service
- Chroma - Open-source embedding database
- Weaviate - Vector search engine
- Qdrant - Vector similarity search engine
AI/ML Frameworks
- LangChain - Framework for building AI applications
- LangGraph - Framework for building stateful, multi-actor applications
- OpenAI API - GPT models and API
- Anthropic Claude - Claude AI models
Development Environment
- Python - Primary programming language for AI
- Jupyter Notebooks - Interactive development environment
- Visual Studio Code - Code editor with AI extensions
- Docker - Containerization for AI applications
📖 Documentation & Guides
Official Documentation
Learning Platforms
- Hugging Face Learn - Free AI/ML courses
- DeepLearning.AI - AI courses by Andrew Ng
- Fast.ai - Practical deep learning courses
- Coursera AI/ML Courses
🔧 Useful APIs & Services
Model APIs
- OpenAI API - GPT-3.5, GPT-4, embeddings
- Anthropic Claude - Claude models
- Cohere - Language models and embeddings
- Google PaLM API - Google's language models
Embedding Models
- OpenAI Embeddings - text-embedding-ada-002
- Sentence Transformers - Open-source embedding models
- Cohere Embeddings - Multilingual embeddings
Cloud Services
- AWS SageMaker - Machine learning platform
- Google Cloud AI - AI and ML services
- Azure AI Services - Microsoft AI platform
- Vercel - Deployment platform for AI applications
📊 Datasets & Models
Public Datasets
- Hugging Face Datasets - Large collection of datasets
- Kaggle Datasets - Competition and research datasets
- OpenAI Datasets - Fine-tuning datasets
- Common Crawl - Web crawl data
Pre-trained Models
- Hugging Face Model Hub - Pre-trained models
- OpenAI Models - GPT and embedding models
- Google Model Garden - Google's pre-trained models
💬 Communities & Forums
Development Communities
- LangChain Discord - LangChain community
- Hugging Face Discord - Hugging Face community
- r/MachineLearning - ML subreddit
- Stack Overflow AI - Q&A for AI development
Professional Networks
- AI/ML LinkedIn Groups - Professional networking
- Towards Data Science - Medium publication
- Papers With Code - Latest research papers
🎯 Practice Projects
Beginner Projects
- Simple Chatbot: Build a basic Q&A system using OpenAI API
- Document Summarizer: Create a tool to summarize long texts
- Sentiment Analyzer: Classify text sentiment using pre-trained models
Intermediate Projects
- RAG System: Build a document Q&A system with vector search
- Semantic Search Engine: Create a search engine using embeddings
- Content Generator: Build a tool for automated content creation
Advanced Projects
- Multi-Agent System: Create AI agents that work together
- Custom Fine-tuning: Train a model on domain-specific data
- Production AI App: Deploy a scalable AI application
🔗 Important Links
🚀 Essential AI Platforms & Tools
Keep this resource list bookmarked as you continue your AI learning journey!