Table of Contents – BPB Online
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- 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