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Resources

Per la elaborazione di questo materiale ho studiato e giocato per molti anni con diverse risorse che qui elenco, anche per dare spunti di approfondimento

Per i Designers

  • machinelearning.design: A collection of resources for intersection of design, user experience, machine learning and artificial intelligence.

Articles

Books

Videos

People

YouTubers

Sites

Courses

Unity and AI

Generic AI Courses

ML free courses

  • Andrew Ng CS229 ML youtube
  • MIT: Deep Learning for Art, Aesthetics, and Creativity youtube
  • Stanford CS230: Deep Learning youtube
  • Practical Deep Learning for Coders: youtube
    • Lesson 9: Deep Learning Foundations to Stable Diffusion, 2022 youtube
  • Stanford CS224W: Machine Learning with Graphs: youtube
  • Probabilistic Machine Learning: youtube
  • MIT 6.S191: Introduction to Deep Learning: youtube
  • UC Berkeley CS 182: Deep Learning: youtube
  • UC Berkeley Deep Unsupervised Learning: youtube
  • Yann Lecun's NYU Deep Learning SP21L: youtube
  • Stanford CS25 - Transformers United: youtube
  • Hugging Face NLP Course: youtube
  • Stanford CS224N: Natural Language Processing with Deep Learning: youtube
  • CMU Neural Nets for NLP: youtube
  • Stanford CS224U: Natural Language Understanding: youtube
  • CMU Advanced NLP: youtube
  • CMU Multilingual NLP: youtube
  • Stanford CS231N: Convolutional Neural Networks for Visual Recognition: youtube
  • Michigan Deep Learning for Computer Vision: youtube
  • AMMI Geometric Deep Learning Course: youtube
  • UC Berkeley CS 285 Deep Reinforcement Learning: youtube
  • Intro to Deep Learning and Generative Models: youtube
  • Stanford CS330: Deep Multi-Task and Meta Learning youtube

to be organized:

Let’s democratize NLP
https://twitter.com/huggingface/status/1260942644286537728

Creating Game AI Using Mostly English
https://stadia.dev/intl/en/blog/creating-game-ai-using-mostly-english/

Semantic Reactor: A tool for experimenting with NLU models
https://github.com/google/mysteryofthreebots

Behaviour Trees

ML games

tutorials: WRITING MY FIRST MACHINE LEARNING GAME! (4 videos by Jebril) https://www.youtube.com/watch?v=ZX2Hyu5WoFg https://github.com/Jabrils/Run-Forrest-FULL

Neural Networks

https://natureofcode.com/book/chapter-10-neural-networks/

  • Car training https://www.youtube.com/watch?v=Aut32pR5PQA https://www.youtube.com/watch?v=5lJuEW-5vr8

  • Mario plays https://www.youtube.com/watch?v=qv6UVOQ0F44

  • Snake https://www.youtube.com/watch?v=3bhP7zulFfY

  • Number recognizion https://www.youtube.com/watch?v=aircAruvnKk

articoli

Niceties