Drew ParmeleeinTowards Data ScienceGetting an AI to play atari Pong, with deep reinforcement learningA detailed instructionalJan 26, 20211Jan 26, 20211
Drew ParmeleeinTowards Data ScienceWhat is Deep Reinforcement Learning?A detailed introductionJan 22, 20211Jan 22, 20211
Drew ParmeleeinTowards Data ScienceWhat is Tabulated Reinforcement Learning?The first step in learning how to make your AI teach itselfJan 22, 2021Jan 22, 2021
Drew ParmeleeinTowards Data ScienceHow to create an AI that plays tick tac toe with reinforcement learningThe AI is unbeatable if it goes firstJan 22, 20211Jan 22, 20211
Drew ParmeleeinTowards Data ScienceHow to classify handwritten digits in pythonWithout the help of any machine learning libraries.Jan 20, 2021Jan 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…Jan 19, 2021Jan 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…Jan 19, 2021Jan 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…Jan 18, 20211Jan 18, 20211
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…Jan 17, 2021Jan 17, 2021