AI Book

Free online book on Artificial Intelligence to help people learn AI easily.

Table of Contents

• Transformers

  • Attention
  • BERT
  • BLOOM
  • GLOM
  • GPT

• Frameworks

  • PyTorch
  • Hugging Face

• Experiments

  • CV
  • HuggingFace
    • diffusers
    • transformers
    • Online Language Model Training
  • NLP
  • Kaggle
    • NBME - Score Clinical Patients Notes
    • U.S. Patent Phrase to Phrase Matching
  • Xformers

• CV

  • Image Classification
  • Data Augmentation
  • Object Detection

• Distributed Training

• Generative Models

  • Deepfake
  • GAN

• LLMs

  • Prompt Engineering
    • Notion AI prompts (2022 ver)

• Machine Learning

  • Deep Learning
  • Energy-Based Model

• Multi-Modal Learning

• MLOps

  • AWS - SageMaker
    • SageMaker HuggingFace Toolkit
    • Serverless Inference

• ML for IoT

  • Bot-IoT

• NLP

• Self-Supervised Learning

• TrainingTricks

  • Adversarial ML
  • Meta Pseudo Labeling
  • Knowledge Distillation
  • Transfer Learning

• XAI

• additional helpful books, resources, etc

Contributing

Submitting pull requests is always welcome. If you have any questions, please feel free to open an issue.