Data Science Notes

Welcome to Data Science Notes!

Mathematical Topics

Calculus
Linear Algebra
Optimization
Probability
Statistics

Programming

CI/CD
Data Structures
Frameworks
Languages
- Bash
- C
- C++
- Excel
- Java
- JavaScript
- Julia
- MATLAB
- Python
- R
- Rust
- SAS
- Scala
- SQL
Version Control
Virtual Environments

Data Collection

Overview
Application Programming Interfaces (APIs)
Databases
- Relational Databases
- Non-Relational Databases

Data Processing

Overview
Cleaning
Feature Engineering
Feature Selection
Data Imputation

Visualization

Overview
Python

Machine Learning & Data Mining

Classification
Clustering
Deep Learning
Dimensionality Reduction
Natural Language Processing
Regression
Reinforcement Learning
Models

Addional Topics

Business Topics
Cloud Computing
Exploratory Data Analysis
Simulation

Resources

Overview

Powered by Jupyter Book

Contents

Suggested Prerequisites
Overview
Sources

Deep Neural Networks (DNNs)¶

Suggested Prerequisites¶

Overview¶

Sources¶

Contributions made by our wonderful GitHub Contributors:

Discriminant Analysis The Elastic Net

© Copyright 2021.