Reinforcement Learning: Introduction to Monte Carlo Learning using the OpenAI Gym Toolkit
Introduction What’s the first thing that comes to your mind when you hear the words “reinforcement learning”? The most common thought is – too …
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 …
