xie186 / code4book_prog

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Note #1

Open xie186 opened 2 years ago

xie186 commented 2 years ago

The Truth about Linear Regression [Page 8: 7/14/2022]: https://www.stat.cmu.edu/~cshalizi/TALR/TALR.pdf

Deep Learning: https://www.deeplearningbook.org [ 2 Linear Algebra: 7/14/2022]

Advanced data analyiss from an elementary point of view: https://purdue0-my.sharepoint.com/:b:/g/personal/xie186_purdue_edu/EaqXvMvGU1BMgYCPFUhpM2cBPVpvTsoMj_tHpUOUqapK9w?e=6ysaYn

Introduction to Linear Algebra for Applied Machine Learning with Python: https://pabloinsente.github.io/intro-linear-algebra

Mathematics for Machine learning: https://purdue0-my.sharepoint.com/:b:/g/personal/xie186_purdue_edu/Efhkx29EkF9Ig5FeUF8Hcp8BqtY4xgidvVAr7U2fguldPQ?e=28BsV9

Bioinformatics Algorithms Design and Implementation in Python Miguel Rocha: https://purdue0-my.sharepoint.com/:b:/g/personal/xie186_purdue_edu/EdUKqft_mfROoA9zVSWvl9YBaArOJB0olKpv2BO3rz_uRQ?e=2WspqE

linear_algebra_and_learning_from_data: https://purdue0-my.sharepoint.com/:b:/g/personal/xie186_purdue_edu/Eaqi98fG0nBDl6y6BAs35nYB8pDWR9ufi6riwypoJFq_nw?e=4SLbXT

Linear Algebra Done Right (Sheldon Jay Axler): https://purdue0-my.sharepoint.com/:b:/g/personal/xie186_purdue_edu/ESYwmjzpZrhDsr9sPBhl_3gBlP0ARpy4klT-8EWX8W_ecA?e=S5cZnp

Understanding Machine Learning: https://purdue0-my.sharepoint.com/:b:/g/personal/xie186_purdue_edu/EUTzEdzh-dlDgyWRxCLVTUQB3QfsarRoS-HdEwfcyLqLIw?e=adgGLk

Python oob prog: https://purdue0-my.sharepoint.com/:b:/g/personal/xie186_purdue_edu/EfDc013RybFHpGH1HI4sOtABrUMa2bgKAVaFVWVrhMSteg?e=l3Z1lQ

xie186 commented 2 years ago

Coursera courses

Why Smart Executives Fail: Common Mistakes & Warning Signs: https://www.coursera.org/learn/why-smart-executives-fail/home/welcome

Mathematics for Machine Learning: Linear Algebra: https://www.coursera.org/learn/linear-algebra-machine-learning/home/week/5

Algebra: Elementary to Advanced - Equations & Inequalities: https://www.coursera.org/learn/algebra-i/home/info

xie186 commented 2 years ago

https://sebastianraschka.com/

https://github.com/ajaymache/machine-learning-yearning

https://github.com/louisfb01/start-machine-learning

http://staff.ustc.edu.cn/~zwp/teach/Math-Stat/mathstat.htm

reliability is a Python library for reliability engineering and survival analysis.: https://reliability.readthedocs.io/en/latest/index.html