Data Science

How Positive are Your Facebook Posts?

Using Python and R to read, pre-process, wrangle and visualize data.

Analyzing Your Twitter Data

Using R to Explore Twitter Data

Gradient Descent -- Data Science from Scratch (ch8)

An overview of Gradient Descent

Data Science from Scratch (ch7) - Hypothesis and Inference

An overview of statistical Hypothesis Testing, Estimation and Bayesian Inference

Statistics & Probability in Code

Learning Statistics and Probability Concepts through Code Snippets

Data Science from Scratch (ch6) - Probability

Gaining an intuition for probability using Python

End-to-End Projects

A collection of inspiration for my own projects

Data Science from Scratch (ch5) - Statistics

Building tools to describe a data and find relationships

Data Science from Scratch (ch4) - Linear Algebra

Building tools for working with vectors and matrices from scratch

Making sense of matplotlib

Visualizing Data in Python