Reinforcement Learning Guide: Solving the Multi-Armed Bandit Problem from Scratch in Python
Introduction Do you have a favorite coffee place in town? When you think of having a coffee, you might just go to this place …
Nuts & Bolts of Reinforcement Learning: Model Based Planning using Dynamic Programming
Introduction Deep Reinforcement learning is responsible for the two biggest AI wins over human professionals – Alpha Go and OpenAI Five. Championed by Google …
Generate Quick and Accurate Time Series Forecasts using Facebook’s Prophet (with Python & R codes)
Introduction Understanding time based patterns is critical for any business. Questions like how much inventory to maintain, how much footfall do you expect in …
An Introductory Guide to Regularized Greedy Forests (RGF) with a case study in Python
Introduction As a data scientist participating in multiple machine learning competition, I am always on the lookout for “not-yet-popular” algorithms. The way I define …
Online Learning Guide with Text Classification using Vowpal Wabbit (VW)
Introduction A large number of E-Commerce and tech companies rely on real time training and predictions for their products. Google predicts real time click-through …
Introductory Guide – Factorization Machines & their application on huge datasets (with codes in Python)
Introduction I still remember my first encounter with a Click prediction problem. Before this, I had been learning data science and I was feeling …
