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Machine Learning: Reinforcement Learning

Udacity
Training overview
24 hours
Next start date: Free E-Learning: Start Anytime! - Online
Professional course

Course description

Machine Learning: Reinforceable Learning - E-learning from Udacity

Machine Learning: Reinforcement Learning

This e-learning course is designed to guide learners through Reinforced Learning, a machine learning task concerned with the actions that software agents ought to take in order to maximize rewards. Participants will gain valuable reinforcement learning approaches, such as the Markov Decision Processes and Game Theory.

A graduate level program

This Supervised Learning course is the second of three in the Machine Level series offered in cooperation with Georgia Tech. The primary outcome from this second course is to enable learners in an undersstanding of  behavioral psychology crucial for reward maximization

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Who should attend?

This intermediate level Machine Learning: Reinforced Learning course is designed for development professionals hoping to gain a comprehensive understanding of the topics and methods involved in Supervised Learning.

Pre-Requisites

This is the second course in a series of three on machine learning. Along with completion of the first course in the series, Machine Learning: Supervised Learning, participants will also have a basic understanding of probability theory, statistics, some programming and ideally an introduction to artificial intelligence.

Find out if this course is right for you - request more information here!

Training Content

Training topics for this Machine Learning: Reinforced Learning course include:

Projects:

Use a familiar Gridworld domain to train a Reinforcement Learning agent and then design an agent that can play Pacman!

Lessons:

Markov Decision Processes

  • Decision Making and Reinforcement Learning
  • Markov Decision Processes
  • Sequences of Rewards
  • Assumptions
  • Policies
  • Finding Policies

Reinforcement Learning

  • Rat Dinosaurs
  • API
  • Three Approaches to RL
  • A New Kind of Value Function
  • Estimating Q from Transitions
  • Q Learning Convergence
  • Greedy Expoloration

Game Theory

  • What is Game Theory
  • Minimax
  • Fundamental Result
  • Game Tree
  • Von Neumann
  • Center Game
  • Snitch
  • A Beautiful Equilibrium
  • The Two Step
  • 2Step2Furious

Game Theory, Continued

  • The Sequencing
  • Iterated Prisioner’s Dilemna
  • Uncertain End
  • Tit for Tat
  • Finite State Strategy
  • Folk Theorem
  • Security Level Profile
  • Grim Trigger
  • Implausible Threats
  • Pavlov
  • Computational Folk Theorem
  • Stochastic Games and Multiagent RL
  • Zero Sum Stochastic Games
  • General Sum Games
  • Reinforcement Learning Project

Costs

It is free to start this Machine Learning: Reinforced Learning course

Estimated time for completion assuming 6 hours per week: Approx. 1 months

2-Week Free Trial: Love it or Leave it

All Udacity courses are offered with a two-week free trial. Learners will have plenty of time to make sure that the program fits their needs. If it's not working out for any reason - user can cancel their subscription fee of charge.

About Udacity

Udacity E-Learning Tech Programs

Udacity E-learning : Online Training from Tech Industry Leaders

Udacity offers a range of courses for the tech industry, designed with both current and aspiring professionals. The tech industry moves fast and keeping up means constantly refreshing your knowledge and sharpening talents.  Data Science Web Development Software Engineering Android...


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