MachineLearningLab

1. Bank Marketing Data Set
   • Blog
2. Frequent Itemset Mining
   • Generate synthetic datasets using the IBM Synthetic Data Generator for Itemsets and Sequences available at https://github.com/zakimjz/IBMGenerator.
   • Blog
   • Apriori
   • FP-growth
3. PM2.5 Prediction
   • Kaggle: https://www.kaggle.com/c/ml2016-pm2-5-prediction
   • PDF
   • Gradient Descent
4. Chinese Word Segmentation
   • Blog
   • Averaged Perceptron
5. K-Means
   • Report
   • Blog
6. GMM
   • Report
7. Linear Classifiers
   • Report
   • LMSE
   • Perceptron

Nice blogs

• 特征工程
  • 特征工程学习笔记
  • 特征选择： 卡方检验、F 检验和互信息
• 树模型
  • 无法进入的领域：树模型的失落
  • LightGBM算法总结
  • Lightgbm如何处理类别特征？