Data Science Handbook

Data Science Handbook

Foundations

Math
Probabilities
Statistics
Tools
- Python
- R
- SQL
- LaTeX
- MyST Markdown

Algorithms

Algorithms Concepts
Greedy Algorithms
- Interval Scheduling
- Huffman Coding
Dynamic Programming
Graph Related

Machine Learning

Machine Learning Basics
Regression
Classification
Dimensionality Reduction
Clustering
Graphical Models
Neural Networks
For Graph-structured Data

Powered by Jupyter Book

Statistics¶

Statistics is a different domain from probabilities.

previous

Large Sample Theory

next

Sample Survey

By Dennis Zheng
© Copyright 2020.