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Udacity

Become a Deep Reinforcement Learning Expert

Nvidia Deep Learning Institute and Unity via Udacity Nanodegree

Overview

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.
Master the deep reinforcement learning skills that are powering amazing advances in AI. Then start applying these to applications like video games and robotics.

Syllabus

  • Foundations of Reinforcement Learning
    • Master the fundamentals of reinforcement learning by writing your own implementations of many classical solution methods.
  • Value-Based Methods
    • Apply deep learning architectures to reinforcement learning tasks. Train your own agent that navigates a virtual world from sensory data.
  • Policy-Based Methods
    • Learn the theory behind evolutionary algorithms and policy-gradient methods. Design your own algorithm to train a simulated robotic arm to reach target locations.
  • Multi-Agent Reinforcement Learning
    • Learn how to apply reinforcement learning methods to applications that involve multiple, interacting agents. These techniques are used in a variety of applications, such as the coordination of autonomous vehicles.

Taught by

Alexis Cook, Arpan Chakraborty, Mat Leonard, Luis Serrano, Cezanne Camacho, Dana Sheahan, Chhavi Yadav, Juan Delgado, Miguel Morales, Bardia H., Ross A., Camilo G., Fabian V., Ho Chit S. and Robson M.

Reviews

5.0 rating, based on 2 Class Central reviews

Start your review of Become a Deep Reinforcement Learning Expert

  • Anonymous
    Even though is quite tough, especially for someone coming from a different field than computer science, the course is very well structured and the contents are very well explained by the teacher, in addition all material provided (research papers, codes, descriptions and guides) are very helpful. It is exactly what I was looking for
  • Anonymous
    "The program is going really well, it has exceeded my expectations! I´ve learned a lot so far and I think this course will help me tackle real world problems in my organization.

    Thank you Udacity for your support! "

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