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¶

• The Total Beginner's Guide to Game AI

Books¶

• 👉🏼 Artificial Intelligence and Games http://gameaibook.org/
• 👉🏼 AI for Games ByIan Millington link
• Unity Artificial Intelligence Programming - Packt pub.
• Learn Unity ML-Agents - Packt pub.
• Procedural Content Generation in Games (free) http://pcgbook.com/
• Machine Learning is Fun https://www.machinelearningisfun.com
• Deep Learning book (free) http://www.deeplearningbook.org

Videos¶

• Can An AI Design Our Tax Policy? https://www.youtube.com/watch?v=Sr2ga3BBMTc
• Cos'è il Machine Learning (Reti Neurali e A.I.) https://www.youtube.com/watch?v=X_ZUyvAA9Qw

People¶

• Lilian Weng https://lilianweng.github.io

YouTubers¶

• Two Minute Papers
• Siraj Raval
• Jabrils

Sites¶

• Google AI https://ai.google
• Experiment ML https://teachablemachine.withgoogle.com

Courses¶

Unity and AI¶

• Artificial Intelligence for Beginners (15 hours) https://learn.unity.com/course/artificial-intelligence-for-beginners
• The Beginner's Guide to Artificial Intelligence in Unity. https://www.udemy.com/course/artificial-intelligence-in-unity/

Generic AI Courses¶

• AI for everyone https://www.coursera.org/learn/ai-for-everyone
• PyTorch https://www.devry.edu/online-programs/courses/machine-learning-with-pytorch.html
• ML https://madewithml.com/

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¶

• Holistic Games - Introduction to Behaviour Trees
• Behaviour Trees: The Cornerstone of Modern Game AI
• Behavior trees for AI: How they work
• 07B Behavior 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¶

• Recreating a Classic DOS Adventure Game https://www.youtube.com/watch?v=2rPyX8NZ5PI

• Multi Agents tutorial https://www.youtube.com/watch?v=l4Ye70M3rZU

• Una introduzione visuale al machine learning http://www.r2d3.us/una-introduzione-visuale-al-machine-learning-1/

• Cos'è il Machine Learning (Reti Neurali e A.I.)
  https://www.youtube.com/watch?v=X_ZUyvAA9Qw

• Better killer robots with behavior trees (Playmaker and advanced BT integration) https://www.youtube.com/watch?v=zC63mj7g820

• Some Thoughts About Utility Theory in Artificial Intelligence Part I https://medium.com/@jrodthoughts/some-thoughts-about-utility-theory-in-artificial-intelligence-part-i-9c536dd1d40d

• 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

• Level Design book https://docs.google.com/document/d/1fAlf2MwEFTwePwzbP3try1H0aYa9kpVBHPBkyIq-caY/

• Ropossum https://mohammadshaker.com/2014/01/18/ropossum-v1-0/

• Game Description Language (GDL) https://medium.com/@ryanrothweiler/improving-game-design-process-9e392ebf73af

Niceties¶

• https://twitter.com/Spaceflux1 Videogioco con mappa frattale