Hyperparameters in Deep RL – Hands-On RL Course – Part 6

Hyperparameters in Deep RL are critical to training successful agents. In today’s lesson, we will learn how to find the ones that make you a happy Deep RL developer. Credits for this beautiful picture go to Boxed Water Is Better on Unsplash 🙏 Welcome to the course ❤️ Welcome to part 6 of the Hands-on Course on Reinforcement …

Hyperparameters in Deep RL – Hands-On RL Course – Part 6 Read More »

Deep q learning – hands-on RL course – part 5

Ready to implement a kick-ass deep q learning agent from scratch? Let’s get deeper! 🙏 Jeremy Bishop from Pexels for this beautiful image. Welcome to my reinforcement learning course ❤️ This is part 5 of the Hands-on Course on Reinforcement Learning, which takes you from zero to HERO 🦸‍♂️. Introduction to Reinforcement Learning Tabular Q-learning Tabular SARSA Linear …

Deep q learning – hands-on RL course – part 5 Read More »

Parametric q learning – hands-on RL course – part 4

Ready to build your first agent using parametric q learning? Credits for this beautiful picture go to Yogendra Singh ❤️ Welcome to my reinforcement learning course ❤️ This is part 4 of the Hands-on Course on Reinforcement Learning, which takes you from zero to HERO 🦸‍♂️. Introduction to Reinforcement Learning Tabular Q-learning Tabular SARSA Parameteric Q learning (today) …

Parametric q learning – hands-on RL course – part 4 Read More »

hands-on reinforcement learning course – part 3 – SARSA

Welcome to my reinforcement learning course ❤️ This is part 3 of my hands-on course on reinforcement learning, which takes you from zero to HERO 🦸‍♂️. Today we will learn about SARSA, a powerful RL algorithm. We are still at the beginning of the journey, solving relatively easy problems. In part 2 we implemented discrete Q-learning …

hands-on reinforcement learning course – part 3 – SARSA Read More »

Q-learning – Hands-on RL course – Part 2

Q-learning (by Chris Walkins 🧠 and Peter Dayan 🧠) is an algorithm to find the optimal q-value function. It is a fundamental algorithm, that lies behind the impressive achievements of RL In the last 10 years. Venice’s taxis 👆 by Helena Jankovičová Kováčová from Pexels 🙏 Welcome to my reinforcement learning course ❤️ This is part 2 of my hands-on course on reinforcement …

Q-learning – Hands-on RL course – Part 2 Read More »

Hands-on reinforcement learning course – part 1

Welcome to my reinforcement learning course! ❤️ Let’s walk this beautiful path from the fundamentals to cutting edge reinforcement learning (RL), step-by-step, with coding examples and tutorials in Python, together! This first part covers the bare minimum concept and theory you need to embark on this journey. Then, in each following chapter, we will solve …

Hands-on reinforcement learning course – part 1 Read More »