Chapter 1

Preprocessing

Data clean

medium • 1 min read

Outlier noise

medium • 2 min read

Normalization

medium • 3 min read

Missing values

medium • 4 min read

Feature select

medium • 5 min read

Chapter 2

Classification

Decision tree

medium • 1 min read

Naive Bayes

medium • 2 min read

SVM planes

medium • 3 min read

Random forest

medium • 4 min read

Neural networks

medium • 5 min read

Chapter 3

Clustering

K-Means

medium • 1 min read

Hierarchical

medium • 2 min read

DBSCAN density

medium • 3 min read

Silhouette

medium • 4 min read

GMM models

medium • 5 min read

Chapter 4

Association

Apriori model

medium • 1 min read

FP-Growth

medium • 2 min read

Support conf

medium • 3 min read

Lift ratio

medium • 4 min read

Market basket

medium • 5 min read

Chapter 5

Warehousing

OLAP cube

medium • 1 min read

Star schema

medium • 2 min read

Snowflake core

medium • 3 min read

ETL process

medium • 4 min read

Big data tool

medium • 5 min read