ML-medium

This repository contains code and reproducible notebooks based on my articles in the Data Science blog on Medium.

Articles

#	Article	Code
1	Linear Regression from Scratch	linear_regression.ipynb
2	Quantile Loss and Quantile Regression	quantile_regression.ipynb
3	Similarity Search: kNN & Inverted File Index	FAISS.ipynb
4	Demystifying Confidence Intervals with Examples	confidence_intervals.ipynb
5	Monte Carlo Methods & Monte Carlo Control	monte_carlo_blackjack.ipynb