This series is all about reinforcement learning (RL)! Here, we’ll gain an understanding of the intuition, the math, and the coding involved with RL. We’ll first start out with an introduction to RL where we’ll learn about Markov Decision Processes (MDPs) and Q-learning. We’ll then move on to deep RL where we’ll learn about deep Q-networks (DQNs) and policy gradients. We’ll also build some cool RL projects in code using Python, PyTorch, and OpenAI Gym.

This series will teach you how to use Keras, a neural network API written in Python. Each video focuses on a specific concept and shows how the full implementation is done in code using Keras and Python. We will learn how to preprocess data, organize data for training, validation and testing, build an artificial neural network from scratch, train an artificial neural network, build a convolutional neural network (CNN) and much more!

This series introduces the concept of client-side artificial neural networks. We will learn how to deploy and run models along with full deep learning applications in the browser! To implement this cool capability, we’ll be using TensorFlow.js (TFJS), TensorFlow’s JavaScript library, which allows us to build and access models in JavaScript. We will learn about client-server deep learning architectures, converting Keras models to TFJS models, serving models with Node.js, training and transfer learning in the browser and much more!

This series teaches beginners how to trade by examining order books and advanced order types in detail using Coinbase, a cryptocurrency exchange. We avoid the perils of price predictions and instead focus on how price is determined through order books and order flow. We discover makers, takers, limit orders, stop orders, bids/asks, candlesticks, front-running, trade history, volume, moving averages, order execution and much more!

This series explores Zcash, a privacy based cryptocurrency. We’ll learn how Zcash is built upon and extends the Bitcoin protocol and as a result, how two different types of addresses are supported by Zcash. We’ll learn how to use the Zchain block explorer and its API, verify accounts on the public blockchain, how to purchase Zcash using Jaxx and more!

This series introduces blockchain and cryptocurrency concepts by examining the Jaxx cryptocurrency wallet, a great wallet for beginners looking to get exposed to crypto. We will see how to get up and running with Jaxx, how public private keys work, how to use passphrases to backup and restore crypto wallets, how to send and receive cryptocurrency, verify accounts and transactions on the public blockchain using block explorers and more!