Betty HarrisShop5 Equations Is All You Need The Hands-On Calculus & Python Practice Kit for Machine Learning
5 Equations Is All You Need The Hands-On Calculus & Python Practice Kit for Machine Learning
Free
44 people bought this
Master the art of note-taking with this extensive guide. Available in PDF format.5 Equations Is All You Need
The Hands-On Calculus & Python Practice Kit for Machine Learning
Master the 5 core equations behind modern AI—without the theoretical fluff.
This workbook contains:
- 20 hands-on Python projects
- 5 core ML equations explained simply
- Code examples using NumPy, PyTorch, XGBoost, and LightGBM
- Step-by-step implementations of gradient descent, backpropagation, loss functions, Hessian matrices, and Jacobians
Perfect for solo builders, indie hackers, and engineers who want to understand the math behind the models they're building.
Written by Betty Harris
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