Mathematics List | 机器学习的数学理论资料索引

• 知乎：数据会说谎的真实例子有哪些？

• 关于统计学的一些笑话，侧面反映数据会说谎的例子

• 机器学习入门资源不完全汇总: 本文是 机器学习日报的一个专题合集。

• Top-down learning path: Machine Learning for Software Engineers: 针对软件工程师的机器学习进阶之路

• If you want to learn Data Science, take a few of these statistics classes

• 2014-math-as-code: This is a reference to ease developers into mathematical notation by showing comparisons with JavaScript code.

• 2017-The Mathematics of Machine Learning: Despite the immense possibilities of Machine and Deep Learning, a thorough mathematical understanding of many of these techniques is necessary for a good grasp of the inner workings of the algorithms and getting good results.

Resource

Book

• 2019-Richard McElreath-Statistical Rethinking 📚: Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds your knowledge of and confidence in making inferences from data. Reflecting the need for scripting in today’s model-based statistics, the book pushes you to perform step-by-step calculations that are usually automated. This unique computational approach ensures that you understand enough of the details to make reasonable choices and interpretations in your own modeling work.

  • Statistical Rethinking course winter 2022: Statistical Rethinking course winter 2022
  • PyMC3 port of the book “Statistical Rethinking” by Richard McElreath (second edition)