How Do Machine Learning Models Learn? An Overview from Data Preparation to Training, Evaluation, and Prediction

When you start learning machine learning, you encounter many terms such as "features," "loss functions," "gradient descent," ...
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Part 13: Gradient Descent — Heading Down the Slope to the Minimum

Solving the squared error of linear regression using gradient descent yields the same answer as the normal equation (Part 3). However, if the orders of magnitude of ...
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calculus.md

Thirteen interlinked handbooks for LLM inference and AI infra, in Chinese and English: Python, C++, CS, math, PyTorch, LLM ...