definitions & canon: 18 curated resources
definitions & canon
18 resources · page 1 of 1
ai.gov.ru: National portal for artificial intelligence
by Government of the Russian Federation (ai.gov.ru)
Russia's national AI portal with the national AI strategy, Code of Ethics and government AI programmes.
Chip Huyen books (AI Engineering)
by Chip Huyen
Chip Huyen's books page, including AI Engineering and Designing Machine Learning Systems.
Dive into Deep Learning
by Aston Zhang, Zachary C. Lipton, Mu Li and Alexander J. Smola
Dive into Deep Learning: free interactive textbook with maths and runnable code in PyTorch, JAX, TensorFlow and MXNet.
Speech and Language Processing (Jurafsky & Martin)
by Dan Jurafsky and James H. Martin (Stanford University)
Free draft of Jurafsky and Martin's Speech and Language Processing, 3rd edition, covering NLP and LLMs.
Prompt Engineering Guide (DAIR.AI)
by DAIR.AI
DAIR.AI Prompt Engineering Guide: overview of prompting techniques, applications and model notes, in many languages.
Decree of the President of the Russian Federation on the Development of AI (CSET translation)
by Center for Security and Emerging Technology
CSET English translation of Russia's 2019 presidential decree on the development of artificial intelligence.
EU AI Act Art.3 definitions
EU AI Act Article 3 text: the legal definitions used throughout the regulation, such as AI system and provider.
Goodfellow et al., Deep Learning
by Ian Goodfellow, Yoshua Bengio and Aaron Courville
Author site for the Deep Learning textbook by Goodfellow, Bengio and Courville, free to read online.
Google ML Glossary
by Google
Google Machine Learning Glossary defining ML terms, including TensorFlow and large language model terminology.
HF Transformers glossary
by Hugging Face
Hugging Face Transformers glossary defining terms used in transformer models and the library.
Murphy, Probabilistic ML
by Probabilistic machine learning
Kevin Murphy's Probabilistic Machine Learning book series site, with free introductory and advanced volumes.
NIST AI 600-1 GenAI Profile
by NIST
NIST AI 600-1 PDF: Generative AI Profile of the AI RMF listing 12 GenAI-specific risks and suggested actions.
NIST AI glossary
by NIST
NIST AI Resource Center glossary of trustworthy-AI terms from the AI Risk Management Framework, with references.
NIST AI Risk Management Framework
by NIST
NIST AI Risk Management Framework page: the Govern, Map, Measure and Manage framework with resources.
OECD AI Principles & AI system definition
by OECD
OECD.AI page on the OECD AI Principles and the OECD definition of an AI system.
Prince, Understanding Deep Learning
by udlbook
Simon Prince's Understanding Deep Learning textbook site with free PDF and Python notebooks.
Russell & Norvig AIMA
by Stuart Russell and Peter Norvig
Author site for Russell and Norvig's Artificial Intelligence: A Modern Approach, with code, exercises and resources.
Wikipedia: Large language model
by Wikipedia (Wikimedia Foundation)
Wikipedia article on large language models: definition, history, architecture, training and limitations.