Gradient Descent -- Data Science from Scratch (ch8)

An overview of Gradient Descent

BBC Women of 2020

Using the {sunburstR} package to visualize nested data.

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

Going beyond summary statistics

Demonstrating the importance of not (just) trusting summary statistics

Data Science from Scratch (ch4) - Linear Algebra

Building tools for working with vectors and matrices from scratch

Supplementing lists with data frames

Combining for-loops, list comprehensions and data frames