Drew ParmeleeinTowards Data ScienceGetting an AI to play atari Pong, with deep reinforcement learningA detailed instructional10 min read·Jan 26, 2021--1--1
Drew ParmeleeinTowards Data ScienceWhat is Deep Reinforcement Learning?A detailed introduction7 min read·Jan 22, 2021--1--1
Drew ParmeleeinTowards Data ScienceWhat is Tabulated Reinforcement Learning?The first step in learning how to make your AI teach itself7 min read·Jan 22, 2021----
Drew ParmeleeinTowards Data ScienceHow to create an AI that plays tick tac toe with reinforcement learningThe AI is unbeatable if it goes first7 min read·Jan 22, 2021----
Drew ParmeleeinTowards Data ScienceHow to classify handwritten digits in pythonWithout the help of any machine learning libraries.6 min read·Jan 20, 2021----
Drew ParmeleeinTowards Data ScienceImplementing Gradient Descent — ExampleWe have derived an algorithm on how to implement gradient descent here, but there are a lot of nuances when implementing this algorithm in…8 min read·Jan 19, 2021----
Drew ParmeleeinTowards Data ScienceFull implementation of Gradient Descent — no holding backThis post derives the algorithm for implementing gradient descent. It is messy, ugly, and tedious! It is a fun exercise deriving it…7 min read·Jan 19, 2021----
Drew ParmeleeinTowards Data ScienceHow to train a neural network from scratchIn this article, I will continue our discussion on artificial neural networks. In the previous article, I went over the inspiration behind…8 min read·Jan 18, 2021--1--1
Drew ParmeleeinTowards Data ScienceWhat is an artificial neural network?Neural networks have received a lot of hype in recent years, and for good reason. With a basic understanding of this deep learning theory…8 min read·Jan 17, 2021----