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

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