General

• 【Boosting Sales With Machine Learning】

  • github code
  • 用机器学习促进销售。这篇文章将解释如何通过训练机器学习来预测质量让销售更加有效

• Model evaluation, model selection, and algorithm selection in machine learning

  • part 1

• 机器学习算法常用指标总结

大规模机器学习

• Tutorial： Scaling Machine Learning【Models, Architectures and Algorithms】
  • 【Data】【Architectures：MapReduce, Graphs, Streams, Parameter server】【Models and Algorithms：Logistic regression (advertising)，Scaling Topic models，Modeling data and behavior】
• 课程： SML: Scalable Machine Learning
  • slides: http://t.cn/R5xkfG0

SVM

• SVM - Understanding the math（理解 SVM 背后的数学原理）

  • Part 1 - The margin

    • 译文： 理解 SVM 背后的数学原理（1）

  • Part 2 : Calculate the margin

  • the optimal hyperplane

PCA

• 《Why you should read Nina Zumel’s 3 part series on principal components analysis and regression | Win-Vector Blog》
  • part 1 the proper preparation of data (including scaling) and use of principal components analysis (particularly for supervised learning or regression).
  • part 2 the introduction of y-aware scaling to direct the principal components analysis to preserve variation correlated with the outcome we are trying to predict.
  • part 3 how to pick the number of components to retain for analysis.