AI-For-Beginners/Mindmap.md

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AI

Introduction to AI

Sybmbolic AI

  • Knowledge Representation
  • Expert Systems

Neural Networks

Computer Vision

  • Intro to CV. OpenCV
  • Convolutional Networks
    • Training Tricks
    • Architectures
  • Trasnsfer Learning
  • Autoencoders and VAEs
  • Generative Adversarial Networks
  • Object Detection
  • Segmentation

Natural Language Processing

  • Text Representation
    • Bag of Words
    • TF/IDF
  • Semantic Embeddings
    • Word2Vec
    • GloVE
  • Language Modeling
  • Recurrent Neural Networks
  • Generative Recurrent Networks
  • Transformers and BERT
  • Named Entity Recognition
  • Text Generation and GPT

Other Techniques

  • Genetic Algorithms
  • Deep Reinforcement Learning
  • Multi-Agent Systems

AI Ethics