courses.md

Shelf.Courses

Table Of Contents

• Artificial Intelligence
  • Machine Learning and Deep Learning
    • Deep Neural Networks
      • Attention
      • Transformers
      • Diffusion Models
    • Natural Language Processing
      • Child language Acquisition
      • Text Processing
        • Natural language Understanding
        • Natural language Generation
          • Language Modeling
          • Paraphrase Generation
      • Speech Processing
        • Text To Speech
        • Speech Recognition
    • FrameWorks
      • PyTorch
• Computer Science
• Computational Neuroscience

Deep Neural Networks

• Lectures for INFO8010 - Deep Learning, ULiège, Spring 2023

• Reproducible Deep Learning

• Youtube Channels Which Talk about AI

Attention

• Ali Ghodsi, Lect 10 (Fall 2020): Deep learning, Attention mechanism

Transformers

• Ali Ghodsi, Lect 13 (Fall 2020): Deep learning, Transformer, BERT, GPT

Natural Language Processing

• A Hands-on Introduction to Natural Language Processing (NLP), by Prof. Mohammad Ghassemi at Michigan

• MIT 24.900 Introduction to Linguistics, Spring 2022

Child language Acquisition

• How Does The Brain Develop Language? (S1EP5)

PyTorch

• Learn PyTorch for deep learning in a day. Literally.

Diffusion Models

• Fast.ai: 1st Two Lessons of From Deep Learning Foundations to Stable Diffusion
• What are Diffusion Models?
• How Diffusion Models Work

Computer Science

• CS Video Courses

Computational Neuroscience

• ML for Neuroscience, Imperial College London