What is reinforcement learning, and why is it important to learn about?

Reinforcement learning is a machine learning paradigm in which software agents use a process of trial and error to learn how to complete tasks in a way that maximizes cumulative rewards as defined by their programmers. In contrast to supervised learning paradigms, reinforcement learning systems do not need labeled input/output pairs or explicit corrections of suboptimal actions; and, in contrast to unsupervised learning, reinforcement learning defines an explicit goal, which is the maximization of the value returned by the Q-learning (or “quality” learning) algorithm as a result of its actions. Because it combines the goal orientation of supervised learning with the flexibility of unsupervised learning, reinforcement learning is very important in creating artificial intelligence (AI) applications requiring successful problem-solving in complex situations. For example, they are often used in financial engineering to develop optimal trading algorithms for the stock market. They are also used to build intelligent systems to allow robots and self-driving cars to navigate real-world environments safely.

What kinds of careers can I have with a background in reinforcement learning?

As one of the main paradigms for machine learning, reinforcement learning is an essential skill for careers in this fast-growing field. Reinforcement learning is particularly important for developing artificially intelligent digital agents for real-world problem-solving in industries like finance, automotive, robotics, logistics, and smart assistants. According to Glassdoor , the average annual salary for machine learning engineers in America is $114,121 per year, a high level of pay which reflects the high level of demand for this expertise.

Can I learn about reinforcement learning by taking online courses on Coursera?

Absolutely. Coursera hosts a wide variety of courses in reinforcement learning and related topics in machine learning, as well as the use of these techniques in applied contexts such as finance and self-driving cars. These courses and Specializations are offered by top-ranked institutions in this field, including the deepmind.ai, New York University, the University of Toronto, and the University of Alberta’s Machine Intelligence Institute. You can learn remotely on a flexible schedule while still getting feedback from expert professors and instructors, ensuring that you’ll get a high quality education with all the reinforcement you need to learn these valuable skills with confidence.

What skills or experience do I need to already have before starting to learn reinforcement learning?

Because reinforcement learning itself isn't a beginner-level subject, you'll need to have a good grasp on the fundamentals of machine learning before starting to learn it. Additionally, many courses will require you to have a strong background in high-level mathematics such as linear algebra, statistics, and probability. Most courses will require you to be proficient in Python, although people familiar with other programming languages like C++, Matlab, and JavaScript can often use those skills to help them learn reinforcement learning. Having the ability to implement algorithms from pseudocode may be another prerequisite. As you progress, you'll gain skills in using reinforcement learning solutions to solve problems with probabilistic artificial intelligence, function approximation, and intelligent systems.

What kind of people are best suited for roles in reinforcement learning?

People best suited to roles within the reinforcement learning realm should have a passion for machine learning with a drive for analytics and data and an interest in providing frontline support to solve real-world problems while leveraging innate creative problem-solving skills. Additionally, many companies like to see that candidates have strong communication skills and the ability to collaborate across disciplines and departments. There are a variety of roles associated with reinforcement learning, including analysts, engineers, and researchers. In late February 2021, there were more than 1,800 job listings for people proficient in reinforcement learning on LinkedIn.

How do I know if learning reinforcement learning is right for me?

If you want to be a part of the future of machine learning, learning reinforcement learning may be a good move for you. This innovative machine learning technique creates an algorithm that learns through trial and error, leading to a combination of short- and long-term rewards such as the ability to define sequences to solve problems using a reward-based learning approach. It's useful across multiple industries, including the tech industry, business, advertising, finance, and e-commerce, all of which find reinforcement learning useful in part because of its ability to offer greater personalization. Ultimately, if you want to work within AI and machine learning, this could be a step to advancing your goals.

What are the benefits of taking an online Reinforcement Learning course?

Online Reinforcement Learning courses offer a convenient and flexible way to enhance your knowledge or learn new Reinforcement Learning skills. Choose from a wide range of Reinforcement Learning courses offered by top universities and industry leaders tailored to various skill levels.

What Reinforcement Learning courses are best for training and upskilling employees or the workforce?

When looking to enhance your workforce's skills in Reinforcement Learning, it's crucial to select a course that aligns with their current abilities and learning objectives. Our Skills Dashboard is an invaluable tool for identifying skill gaps and choosing the most appropriate course for effective upskilling. For a comprehensive understanding of how our courses can benefit your employees, explore the enterprise solutions we offer. Discover more about our tailored programs at Coursera for Business here .

Top Reinforcement Learning Courses - Learn Reinforcement Learning Online

Results for "reinforcement learning"

Google Cloud
Recommendation Systems on Google Cloud
Skills you'll gain: Applied Machine Learning, Human Learning, Machine Learning, Machine Learning Algorithms, Google Cloud Platform, Machine Learning Software, Artificial Neural Networks, Cloud Computing, Tensorflow
4.5 stars
(474 reviews)
Advanced · Course · 1 - 3 Months
Status: Free
University of Pennsylvania
Network Dynamics of Social Behavior
Skills you'll gain: Network Analysis
4.6 stars
(385 reviews)
Beginner · Course · 1 - 3 Months
University of Colorado Boulder
Project Planning and Machine Learning
Skills you'll gain: Machine Learning, Planning
4.7 stars
(106 reviews)
Intermediate · Course · 1 - 4 Weeks
University of Washington
Designing Autonomous AI
Skills you'll gain: Leadership and Management, Reinforcement Learning, Strategy
4.7 stars
(10 reviews)
Beginner · Course · 1 - 4 Weeks
Status: Free
University of Amsterdam
Introduction to Communication Science
Skills you'll gain: Communication
4.7 stars
(1.9K reviews)
Mixed · Course · 1 - 4 Weeks
Johns Hopkins University
Reducing Gun Violence in America: Evidence for Change
Skills you'll gain: Exploratory Data Analysis
4.7 stars
(285 reviews)
Beginner · Course · 1 - 3 Months
University of Michigan
Data Augmented Technology Assisted Medical Decision Making
Beginner · Course · 1 - 4 Weeks
Imperial College London
Master of Science in Machine Learning and Data Science
Earn a degree
Degree · 1 - 4 Years
University of Illinois at Urbana-Champaign
Master of Business Administration (iMBA)
Skills you'll gain: Leadership and Management, Accounting, Finance, Financial Analysis, Financial Accounting, Business Analysis, Data Analysis, Strategy, Decision Making, Critical Thinking, Financial Management, Marketing, Strategy and Operations, Market Analysis, General Accounting, Taxes, Generally Accepted Accounting Principles (GAAP), Entrepreneurship, Investment Management, Management Accounting, Market Research, Communication, Risk Management, Mergers & Acquisitions, Problem Solving, Regulations and Compliance, Cost Accounting, Probability & Statistics, Data Management, Account Management, Digital Marketing, Business Development, Accounts Payable and Receivable, Corporate Accouting, Exploratory Data Analysis, Marketing Management, Statistical Programming, Media Strategy & Planning, Business Process Management, Business Psychology, Business Intelligence, Behavioral Economics, Culture, Data Visualization, Leadership Development, Audit, Business Transformation, Innovation, Planning, Statistical Analysis, Product Strategy, Research and Design, Banking, Customer Analysis, General Statistics, Organizational Development, Performance Management, Brand Management, Cash Management, Python Programming, Sales, Securities Trading, Business Communication, People Analysis, R Programming, Correlation And Dependence, Creativity, Data Analysis Software, Machine Learning, Product Management, Human Learning, Social Media, Advertising, Business Design, Process Analysis, Design and Product, Influencing, Regression, Operational Analysis, People Management, Product Development, Econometrics, Interactive Data Visualization, Budget Management, Change Management, Conflict Management, Marketing Design, Statistical Machine Learning, Project Management, Advertising Sales, Basic Descriptive Statistics, Big Data, Collaboration, Emotional Intelligence, Forecasting, Human Resources, Operations Management, Plot (Graphics), Probability Distribution, Benefits, Data Model, Product Design, Negotiation, Algorithms, Data Structures, Data Visualization Software, Statistical Tests, Storytelling, Computer Programming, Data Mining, Employee Relations, Product Lifecycle, Securities Sales, User Research, Visualization (Computer Graphics), Business Research, Machine Learning Algorithms, Supply Chain and Logistics, Contract Management, Extract, Transform, Load, Compensation, Mathematics, Visual Design, Entrepreneurial Finance, Game Theory, Reinforcement Learning, Systems Design, Accounting Software, Natural Language Processing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Earn a degree
Degree · 1 - 4 Years
University of Illinois at Urbana-Champaign
Master of Science in Management
Skills you'll gain: Leadership and Management, Accounting, Financial Accounting, Finance, Financial Analysis, Business Analysis, Marketing, Strategy, Financial Management, Critical Thinking, Decision Making, Strategy and Operations, Data Analysis, General Accounting, Market Analysis, Generally Accepted Accounting Principles (GAAP), Taxes, Entrepreneurship, Management Accounting, Market Research, Investment Management, Communication, Risk Management, Mergers & Acquisitions, Problem Solving, Regulations and Compliance, Cost Accounting, Digital Marketing, Account Management, Accounts Payable and Receivable, Business Development, Corporate Accouting, Marketing Management, Media Strategy & Planning, Business Process Management, Business Psychology, Data Management, Exploratory Data Analysis, Statistical Programming, Probability & Statistics, Data Visualization, Culture, Leadership Development, Audit, Innovation, Planning, Business Transformation, Product Strategy, Research and Design, Banking, Performance Management, Securities Trading, Brand Management, Business Intelligence, Cash Management, Customer Analysis, Python Programming, Sales, Statistical Analysis, Organizational Development, People Analysis, Behavioral Economics, Business Communication, Creativity, Product Management, Data Analysis Software, Human Learning, Machine Learning, Social Media, Advertising, Business Design, Process Analysis, R Programming, Correlation And Dependence, Design and Product, General Statistics, Influencing, People Management, Product Development, Interactive Data Visualization, Change Management, Conflict Management, Marketing Design, Operational Analysis, Project Management, Advertising Sales, Basic Descriptive Statistics, Collaboration, Emotional Intelligence, Human Resources, Regression, Statistical Machine Learning, Negotiation, Benefits, Big Data, Budget Management, Data Model, Operations Management, Plot (Graphics), Product Design, Data Visualization Software, Probability Distribution, Statistical Tests, Storytelling, Algorithms, Computer Programming, Data Mining, Employee Relations, Product Lifecycle, Securities Sales, User Research, Business Research, Data Structures, Machine Learning Algorithms, Visualization (Computer Graphics), Contract Management, Extract, Transform, Load, Compensation, Supply Chain and Logistics, Entrepreneurial Finance, Forecasting, Game Theory, Reinforcement Learning, Visual Design, Systems Design, Accounting Software, Econometrics, Natural Language Processing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Earn a degree
Degree · 1 - 4 Years
University of Illinois at Urbana-Champaign
Managerial Economics & Business Analysis Graduate Certificate
Skills you'll gain: Leadership and Management, Accounting, Finance, Financial Analysis, Financial Accounting, Business Analysis, Marketing, Strategy, Financial Management, Strategy and Operations, Critical Thinking, Decision Making, General Accounting, Data Analysis, Market Analysis, Generally Accepted Accounting Principles (GAAP), Entrepreneurship, Taxes, Investment Management, Management Accounting, Communication, Market Research, Regulations and Compliance, Risk Management, Digital Marketing, Cost Accounting, Mergers & Acquisitions, Problem Solving, Media Strategy & Planning, Account Management, Accounts Payable and Receivable, Corporate Accouting, Marketing Management, Business Process Management, Business Development, Statistical Programming, Data Management, Leadership Development, Banking, Business Transformation, Planning, Innovation, Securities Trading, Probability & Statistics, Cash Management, Performance Management, Product Strategy, Python Programming, Sales, Data Visualization, Brand Management, Business Psychology, Customer Analysis, Exploratory Data Analysis, Business Intelligence, Organizational Development, Research and Design, Business Communication, Creativity, Culture, Product Management, Social Media, Statistical Analysis, Advertising, People Analysis, Audit, Behavioral Economics, Business Design, Data Analysis Software, Human Learning, Process Analysis, Correlation And Dependence, Influencing, People Management, Change Management, Conflict Management, Machine Learning, Marketing Design, Operational Analysis, Project Management, Advertising Sales, Collaboration, General Statistics, Product Development, R Programming, Interactive Data Visualization, Negotiation, Basic Descriptive Statistics, Benefits, Budget Management, Emotional Intelligence, Human Resources, Operations Management, Big Data, Probability Distribution, Regression, Storytelling, Computer Programming, Data Mining, Data Visualization Software, Employee Relations, Plot (Graphics), Securities Sales, Business Research, Data Structures, Statistical Machine Learning, User Research, Visualization (Computer Graphics), Contract Management, Compensation, Statistical Tests, Systems Design, Visual Design, Entrepreneurial Finance, Game Theory, Reinforcement Learning, Supply Chain and Logistics, Accounting Software, Algorithms, Econometrics, Natural Language Processing, Machine Learning Algorithms, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Credit offered
Graduate Certificate · 6 - 12 Months
University of Illinois at Urbana-Champaign
Graduate Certificate in Strategic Leadership & Management
Skills you'll gain: Leadership and Management, Accounting, Finance, Financial Accounting, Financial Analysis, Business Analysis, Marketing, Strategy, Financial Management, Critical Thinking, Decision Making, Data Analysis, General Accounting, Strategy and Operations, Market Analysis, Generally Accepted Accounting Principles (GAAP), Taxes, Entrepreneurship, Management Accounting, Investment Management, Mergers & Acquisitions, Risk Management, Communication, Market Research, Regulations and Compliance, Cost Accounting, Problem Solving, Digital Marketing, Account Management, Media Strategy & Planning, Accounts Payable and Receivable, Corporate Accouting, Marketing Management, Business Development, Business Process Management, Data Management, Exploratory Data Analysis, Statistical Programming, Probability & Statistics, Data Visualization, Audit, Leadership Development, Planning, Business Transformation, Banking, Innovation, Performance Management, Securities Trading, Business Intelligence, Cash Management, Product Strategy, Python Programming, Sales, Statistical Analysis, Brand Management, Business Psychology, Customer Analysis, Business Communication, Creativity, Organizational Development, Product Management, Research and Design, Culture, Data Analysis Software, Machine Learning, Social Media, Advertising, Behavioral Economics, Human Learning, People Analysis, Process Analysis, R Programming, Business Design, Correlation And Dependence, General Statistics, Influencing, People Management, Interactive Data Visualization, Change Management, Conflict Management, Marketing Design, Operational Analysis, Project Management, Advertising Sales, Collaboration, Product Development, Regression, Statistical Machine Learning, Negotiation, Basic Descriptive Statistics, Benefits, Big Data, Budget Management, Data Model, Emotional Intelligence, Human Resources, Operations Management, Plot (Graphics), Data Visualization Software, Probability Distribution, Statistical Tests, Storytelling, Algorithms, Computer Programming, Data Mining, Employee Relations, Securities Sales, Business Research, Data Structures, Machine Learning Algorithms, User Research, Visualization (Computer Graphics), Contract Management, Extract, Transform, Load, Compensation, Entrepreneurial Finance, Forecasting, Game Theory, Reinforcement Learning, Supply Chain and Logistics, Visual Design, Systems Design, Accounting Software, Econometrics, Natural Language Processing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Credit offered
Graduate Certificate · 6 - 12 Months