machine-learning

“once men turned their thinking over to machines in the hope that this would set them free. but that only permitted other men with machines to enslave them.”

― frank herbert, dune 1965

understanding

textbooks

two of my favorite textbooks related to machine learning

• an introduction to statistical learning
• elements of statistical learning

blogs

• chris olah’s blog

ethical ai

failure & risk documentation

• ai vulnerability database - an open-source, extensible knowledge base of ai failures
• ai incident database - the ai incident database is dedicated to indexing the collective history of harms or near harms realized in the real world by the deployment of artificial intelligence systems. like similar databases in aviation and computer security, the ai incident database aims to learn from experience so we can prevent or mitigate bad outcomes
• ai hallucination database - legal decisions from LLM inaccuracies

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