Deep reinforcement learning is one of AI's hottest fields. Researchers, engineers, and investors are excited by its world-changing potential. In this advanced program, you'll master techniques like Deep Q-Learning and Actor-Critic Methods, and connect with experts from NVIDIA and Unity as you build a portfolio of your own reinforcement learning projects.
Content:
Part 01-Module 01-Lesson 01_Welcome to Deep Reinforcement Learning Part 01-Module 01-Lesson 02_Get Help from Peers and Mentors Part 01-Module 01-Lesson 03_Get Help with Your Account Part 01-Module 01-Lesson 04_Learning Plan Part 01-Module 01-Lesson 05_Introduction to RL Part 01-Module 01-Lesson 06_The RL Framework The Problem Part 01-Module 01-Lesson 07_The RL Framework The Solution Part 01-Module 01-Lesson 08_Monte Carlo Methods Part 01-Module 01-Lesson 09_Temporal-Difference Methods Part 01-Module 01-Lesson 10_Solve OpenAI Gym's Taxi-v2 Task Part 01-Module 01-Lesson 11_RL in Continuous Spaces Part 01-Module 01-Lesson 12_What's Next Part 02-Module 01-Lesson 01_Study Plan Part 02-Module 01-Lesson 02_Deep Q-Networks Part 02-Module 01-Lesson 03_Deep RL for Robotics Part 02-Module 01-Lesson 04_Navigation Part 02-Module 02-Lesson 01_Opportunities in Deep Reinforcement Learning Part 02-Module 02-Lesson 02_Optimize Your GitHub Profile Part 03-Module 01-Lesson 01_Study Plan Part 03-Module 01-Lesson 02_Introduction to Policy-Based Methods Part 03-Module 01-Lesson 03_Policy Gradient Methods Part 03-Module 01-Lesson 04_Proximal Policy Optimization Part 03-Module 01-Lesson 05_Actor-Critic Methods Part 03-Module 01-Lesson 06_Deep RL for Finance (Optional) Part 03-Module 01-Lesson 07_Continuous Control Part 03-Module 02-Lesson 01_Strengthen Your Online Presence Using LinkedIn Part 04-Module 01-Lesson 01_Study Plan Part 04-Module 01-Lesson 02_Introduction to Multi-Agent RL Part 04-Module 01-Lesson 03_Case Study AlphaZero Part 04-Module 01-Lesson 04_Collaboration and Competition Part 05-Module 01-Lesson 01_Dynamic Programming Part 06-Module 01-Lesson 01_Neural Networks Part 06-Module 01-Lesson 02_Convolutional Neural Networks Part 06-Module 01-Lesson 03_Deep Learning with PyTorch Part 07-Module 01-Lesson 01_Cloud Computing Part 07-Module 01-Lesson 02_Udacity Workspaces Part 08-Module 01-Lesson 01_C++ Getting Started Part 08-Module 01-Lesson 02_C++ Vectors Part 08-Module 01-Lesson 03_Practical C++ Part 08-Module 01-Lesson 04_C++ Object Oriented Programming Part 08-Module 02-Lesson 01_C++ Intro to Optimization Part 08-Module 02-Lesson 02_C++ Optimization Practice