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Solutions to the exercises and problems in the book: Learn From Data_A Short Course by Yaser Abu-Mostafa, Malik Magdon-Ismail and Hsuan-Tien Lin

Jupyter Notebook 200 80 Updated Sep 18, 2022

Machine Learning course on edX by Yaser S. Abu-Mostafa (Caltech)

Jupyter Notebook 17 20 Updated Dec 9, 2017

Caltech Machine Learning course notes and homework. Implements from scratch algorithms like SVM, neural networks, backpropagation, perceptrons and other linear classifiers.

Jupyter Notebook 43 20 Updated Mar 15, 2019

记录Learning from data一书中的习题解答

Jupyter Notebook 960 323 Updated May 15, 2019

programming assignments for cal tech machine learning class

Python 41 18 Updated Mar 3, 2017

Repository of my solutions to the problems of "Learning from Data"

262 72 Updated Mar 15, 2020
Jupyter Notebook 1 Updated Aug 26, 2020

The fastai book, published as Jupyter Notebooks

Jupyter Notebook 21,066 8,186 Updated Jun 21, 2024

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

Jupyter Notebook 27,216 12,581 Updated Jun 13, 2024