Understanding Data Mining in a Nutshell
Basic Statistics and Exploratory Data Analysis
Digging into Linear Regression
Exploring Logistic Regression
Decision Trees with Bagging and Boosting
Support Vector Machines and K-Nearest Neighbors
Putting Dimensionality Reduction into Action
Beginning with Unsupervised Models
Structured Data Classification using Artificial Neural Networks
Language Modeling with Recurrent Neural Networks
Image Processing with Convolutional Neural Networks
Understanding Model Risk Management for Data Mining Models
Adopting ModelOps to Manage Model Risk