https://www.shaorongwang.com/courses/machine-learning/materials/ResourcesHugoBlox Kit (https://hugoblox.com)en-UShttps://www.shaorongwang.com/media/sharing.pnghttps://www.shaorongwang.com/courses/machine-learning/materials/https://www.shaorongwang.com/courses/machine-learning/materials/learning-resources/Mon, 01 Jan 0001 00:00:00 +0000https://www.shaorongwang.com/courses/machine-learning/materials/learning-resources/<h3 id="statistical-learning-resources">Statistical Learning Resources</h3> <ul> <li><a href="https://pan.baidu.com/s/1HUw0MeBD-1LP-r441oykhw">Statistical Learning Methods slides</a> </li> <li><a href="https://github.com/librauee/Statistical-Learning">Notes, implementations, and exercises</a> </li> <li><a href="https://github.com/WenDesi/lihang_book_algorithm">Algorithms from Hang Li&rsquo;s textbook</a> </li> </ul> <h3 id="deep-learning-resources">Deep Learning Resources</h3> <ul> <li><a href="https://courses.d2l.ai/zh-v2/">Dive into Deep Learning course</a> </li> <li><a href="https://zh.d2l.ai/">Dive into Deep Learning online textbook</a> </li> </ul>https://www.shaorongwang.com/courses/machine-learning/materials/additional-resources/Mon, 01 Jan 0001 00:00:00 +0000https://www.shaorongwang.com/courses/machine-learning/materials/additional-resources/<ul> <li>Hang Li, <em>Statistical Learning Methods</em>, 2nd edition, Tsinghua University Press, 2019.</li> <li>Hang Li, <em>Machine Learning Methods</em>, Tsinghua University Press, 2022.</li> <li>Aston Zhang et al., <em>Dive into Deep Learning</em>, PyTorch edition, Posts &amp; Telecom Press, 2023.</li> <li>Koki Saitoh, <em>Deep Learning from Scratch</em>, Posts &amp; Telecom Press, 2018.</li> </ul>