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Reinforcement Learning

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Master the Concepts of Reinforcement Learning

The Reinforcement Learning Specialization consists of 4 courses exploring the power of adaptive learning systems and artificial intelligence (AI). Harnessing the full potential of artificial intelligence requires adaptive learning systems. Learn how Reinforcement Learning (RL) solutions help solve real-world problems through trial-and-error interaction by implementing a complete RL solution from beginning to end. By the end of this Specialization, learners will understand the foundations of much of modern probabilistic artificial intelligence (AI) and be prepared to take more advanced courses or to apply AI tools and ideas to real-world problems. This content will focus on “small-scale” problems in order to understand the foundations of Reinforcement Learning, as taught by world-renowned experts at the University of Alberta, Faculty of Science. The tools learned in this Specialization can be applied to game development (AI), customer interaction (how a website interacts with customers), smart assistants, recommender systems, supply chain, industrial control, finance, oil & gas pipelines, industrial control systems, and more.

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From University of Alberta, Alberta Machine Intelligence Institute via Coursera
Hours 110
Instructors Martha White, Adam White
Language English
Subjects Programming Data Science

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Careers

An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).

Learning & Development Facilitator $50k

Learning Trainer $53k

Freelance Learning Specialist $56k

Learning Professional $63k

Learning Generalist $64k

Learning Experience Designer $67k

Audio Engineer & Live Sound Reinforcement $68k

Individualized Learning Specialist $79k

Enterprise Learning Consultant $98k

Global Learning Specialist $106k

Consulting Learning Specialist $108k

Learning and Development Consultant 3 $112k

Courses in this Specialization

Listed in the order in which they should be taken

Starts Course Information

Jun
26

Fundamentals of Reinforcement Learning

Reinforcement Learning is a subfield of Machine Learning, but is also a general purpose formalism for automated decision-making and AI. This course introduces you to statistical...

Coursera | University of Alberta, Alberta Machine Intelligence Institute

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Jul
3

Sample-based Learning Methods

In this course, you will learn about several algorithms that can learn near optimal policies based on trial and error interaction with the environment---learning from the agent’s...

Coursera | University of Alberta, Alberta Machine Intelligence Institute

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Jul
3

Prediction and Control with Function Approximation

In this course, you will learn how to solve problems with large, high-dimensional, and potentially infinite state spaces. You will see that estimating value functions can be cast...

Coursera | University of Alberta, Alberta Machine Intelligence Institute

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Jun
26

A Complete Reinforcement Learning System (Capstone)

In this final course, you will put together your knowledge from Courses 1, 2 and 3 to implement a complete RL solution to a problem. This capstone will let you see how each...

Coursera | University of Alberta, Alberta Machine Intelligence Institute

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University of Alberta, Alberta Machine Intelligence Institute

From University of Alberta, Alberta Machine Intelligence Institute via Coursera
Hours 110
Instructors Martha White, Adam White
Language English
Subjects Programming Data Science

Careers

An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).

Learning & Development Facilitator $50k

Learning Trainer $53k

Freelance Learning Specialist $56k

Learning Professional $63k

Learning Generalist $64k

Learning Experience Designer $67k

Audio Engineer & Live Sound Reinforcement $68k

Individualized Learning Specialist $79k

Enterprise Learning Consultant $98k

Global Learning Specialist $106k

Consulting Learning Specialist $108k

Learning and Development Consultant 3 $112k

Similar Courses

Sorted by relevance