deep-learning

Last updated Sep 19, 2022

I. fastai
II. Deep Learning Specialization\

I. Deep Learning
II. Neural networks and deep learning
III. Deep Learning with Python, Second Edition

I. Neural Networks: Zero to Hero - YouTube II. Practical Deep Learning for Coders 2022 - YouTube III. Neural Networks - 3blue1brown IV. Deep Learning for Computer Vision - YouTube V. DeepMind x UCL | Deep Learning Lecture Series 2021 - YouTube VI. Stanford CS234: Reinforcement Learning | Winter 2019 - YouTube VII. Deep Reinforcement Learning: CS 285 Fall 2021 (UC Berkeley) - YouTube VIII. CS839 Special Topics in Deep Learning: Course Overview (Lecture 1) - YouTube IX. AMMI Geometric Deep Learning Course - Second Edition (2022) - YouTube X. Princeton ORFE Deep Learning Theory Summer School 2021 - YouTube XI. Deep Learning in Life Sciences - Lecture 01 - Course Intro, AI, ML (Spring 2021) - YouTube

• Jurgen Schmidhuber - Deep Learning in Neural Networks: An Overview
• Rebooting AI - Gary Marcus
• AI - A guide for thinking humans - Melanie Mitchell
• Research Topics
  • Reasoning
  • Active learning and life-long learning
  • Multi-modal and multitask learning
  • Open-domain conversation
• Applications: medical, autonomous vehicles
  • Algorithmic Ethics
  • Computer Robotics
• Frameworks
  • TensorFlow 2.0
  • PyTorch 1.3
  • Reinforcement Learning Frameworks
• “Stable Baselines” (OpenAI Baselines Fork) * Natural Language Processing
• sebastianruder/NLP-progress
• Transformer
  • BERT (Google)
  • XLNet (Google/CMU)
  • GPT-2 (OpenAI)
  • ALBERT (Google/Toyota)
  • Megatron (NVIDIA)
  • BERT Applications
• Create contextualized word embeddings (like ELMo)
• Sentence classification
• Sentence pair classification
• Sentence pair similarity
• Multiple Choice
• Sentence Tagging
• Question Answering