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Reinforcement Learning Explained

Reinforcement Learning (RL) is a machine learning region, where a specialist learns by cooperating with its condition to accomplish an objective.

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Microsoft

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Advanced

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42 Hours

Course Duration

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Reinforcement Learning (RL) is a machine learning region, where a specialist learns by cooperating with its condition to accomplish an objective.

Course Information

About this course:

Reinforcement Learning (RL) is a machine learning region, where a specialist learns by cooperating with its condition to accomplish an objective.

With this course, we will be acquainted with the universe of reinforcement learning. You will figure out how to outline problems of reinforcement learning and begin handling great models like learning to navigate in a grid-world, news recommendation, and balancing a cart-pole.

You will investigate the essential calculations from dynamic programming, multi-equipped bandits, TD (temporal difference) learning, and progress towards bigger state-space utilizing the approximation of function, specifically utilizing profound learning. Also, you will find out calculations that emphasis on looking through the best strategy with the methods of policy gradient and actor-critic. In this way, you will get acquainted with Project Malmo, a stage for Artificial Intelligence experimentation and research-based over the Minecraft game.

Course Objective:

  • Markov Decision Process
  • Reinforcement Learning Problem
  • Dynamic Programming
  • Approximate Solution Methods
  • Policy Gradient and Actor-Critic
  • Bandits
  • Temporal Difference Learning
  • RL that Works

Audience:

Programmers

Data Analyst

Prerequisite:

No prerequisite required for this course

Outline

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More Information
Brand Microsoft
Subjects App Development
Lab Access No
Technology Microsoft
Learning Style Self-Paced Learning
Learning Type Course
Difficulty Advanced
Course Duration 42 Hours
Language English

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Brian Hernandez
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Brian Hernandez has been in the development field for over a decade. Brain works extensively with Full Stack Web Development, MEAN Stack, MEMR (Mango, Express, MySQL, React) Stack and other Modern Web Frameworks.

Brian is a consultant, and his company is currently catering to clients to want to improve their online presence or build one from scratch. He has worked with high profile companies, helping them move them to digital, both for in-housework, and for having a digital presence for their external stakeholders.

Brian also works as a web-development instructor and teaches everything starting from HTML/CSS basics to layout techniques, programming concepts (objects, arrays, loops etc.), JavaScript, jQuery, and responsive concepts and techniques.

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