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Udacity

Deep Reinforcement Learning

Nvidia Deep Learning Institute and Unity via Udacity Nanodegree

Overview

Develop advanced AI solutions with applications ranging from robotics to financial trading. To gain a foundation in AI techniques, you will implement classical solution methods, define Markov decision processes, policies, and value functions, and derive Bellman equations. Then, you will learn dynamic programming, Monte Carlo methods, temporal-difference methods, and deep reinforcement learning (deep RL) and apply these techniques to solve real-world problems. You will train agents to navigate virtual worlds, generate optimal financial trading strategies, and apply RL to multiple interacting agents.

Syllabus

  • Introduction to Deep Reinforcement Learning
  • 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
  • Multi-Agent Reinforcement Learning
  • Special Topics in Deep Reinforcement Learning
  • Neural Networks in PyTorch
  • Computing Resources
  • C++ Programming
  • Career Services

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

4.6 rating at Udacity based on 356 ratings

Start your review of Deep Reinforcement Learning

  • 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! "
  • 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

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