ThinkStats

mented in BaseEstimator, which you should inherit from. You might need to inherit from more mixins, which we will explain later. https://scikit-learn.org/stable/modules/generated/sklearn.pi... Sklearn Glossary > estimator: https://scikit-learn.org/stable/glossary.html#term-estimator https://news.ycombinator.com/item?id=41311052 https://news.ycombinator.com/item?id=28523442 What is GridSearchCV and what are ways to find optimal faster than brute force grid search? IRL case studies with applied stats and ML and AI: - "ML and LLM system design: 500 case studies to learn from" https://news.ycombinator.com/item?id=43629360 Additional stats resources: - "Seeing Theory" Brown https://seeing-theory.brown.edu/ - "AP®/College Statistics" Khan Academy https://www.khanacademy.org/math/ap-statistics - "Think Stats: 3rd Edition" notebooks https://github.com/AllenDowney/ThinkStats/tree/v3 And physics and information theory in relation to stats as a field with many applications: - "Information Theory: A Tutorial Introduction" (2019) https://arxiv.org/abs/1802.05968 .. https://g.co/kgs/sPha7qR - Entropy > Statistical mechanics: https://en.wikipedia.org/wiki/Entropy#Statistical_mechanics - Statistical mechanics: https://en.wikipedia.org/wiki/Statistical_mechanics - Quantum Statistical mechanics: https://en.wikipedia.org/wiki/Quantum_statistical_mechanics Statistical procedures are inferential procedures. There are inductive, deductive, and abductive methods of inference. Statistical inference: https://en.wikipedia.org/wiki/Statistical_inference Statistical literacy: https://en.wikipedia.org/wiki/Statistical_literacy Also, the ROC curve Wikipedia sidebar: https://en.wikipedia.org/wiki/Receiver_operating_characteris... What is the difference between accuracy, precision, specificity, and sensitivity? Khan Academy has curriculum alignment codes on their OER content, but not yet Schema.org/about and or :educationalAlignment for their https://schema.org/LearningResource (s)