microsoft--ai-for-beginners/etc/Mindmap.md

AI

Introduction to AI

• AI Definition
• History of AI
• Approaches to AI
  • Top-down/Symbolic
  • Bottom-up/Neural
  • Evolutionary
  • Synergetic / Emergent AI
• Microsoft AI Business School

Symbolic AI

• Knowledge Representation
• Expert Systems
• Ontologies
• Semantic Web

Neural Networks

• Perceptron
• Multi-Layered Networks
• Intro to Frameworks
  • PyTorch
  • TensorFlow
  • Overfitting

Computer Vision

• On MS Learn
  • AI Fundamentals: Explore Computer Vision
  • CV with PyTorch
  • CV with TensorFlow
• Intro to CV. OpenCV
• Convolutional Networks
  • CNN Architectures
• Trasnsfer Learning
  • Training Tricks
• Autoencoders and VAEs
• Generative Adversarial Networks
• Style Transfer
• Object Detection
• Segmentation

Natural Language Processing

• On MS Learn
  • AI Fundamentals: Explore NLP
  • NLP with PyTorch
  • NLP with TensorFlow
• Text Representation
  • Bag of Words
  • TF/IDF
• Semantic Embeddings
  • Word2Vec
  • GloVE
• Language Modeling
• Recurrent Neural Networks
  • LSTM
  • GRU
• 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

• MS Learn on Responsible AI

Extras

• Multimodal Networks
  • CLIP
  • DALL-E
  • VQ-GAN