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"

University of Illinois at Urbana-Champaign
Mergers & Acquisitions Graduate Certificate
Skills you'll gain: Accounting, Leadership and Management, Financial Accounting, Finance, Financial Analysis, Financial Management, Business Analysis, Critical Thinking, Decision Making, General Accounting, Data Analysis, Strategy, Generally Accepted Accounting Principles (GAAP), Marketing, Strategy and Operations, Market Analysis, Management Accounting, Investment Management, Risk Management, Taxes, Communication, Entrepreneurship, Cost Accounting, Regulations and Compliance, Account Management, Problem Solving, Mergers & Acquisitions, Accounts Payable and Receivable, Exploratory Data Analysis, Data Management, Business Process Management, Corporate Accouting, Market Research, Marketing Management, Media Strategy & Planning, Data Visualization, Digital Marketing, Planning, Probability & Statistics, Audit, Cash Management, Leadership Development, Performance Management, Business Intelligence, Business Communication, Business Development, Business Psychology, Organizational Development, Securities Trading, Statistical Analysis, Culture, Behavioral Economics, Creativity, Process Analysis, Professional Development, Sales, Advertising, Brand Management, Influencing, Social Media, Banking, Business Transformation, Customer Analysis, General Statistics, Product Management, R Programming, Conflict Management, Correlation And Dependence, Human Learning, Interactive Data Visualization, Operational Analysis, Payments, People Analysis, People Management, Research and Design, Business Design, Project Management, Advertising Sales, Basic Descriptive Statistics, Big Data, Budget Management, Change Management, Data Analysis Software, Emotional Intelligence, Negotiation, Data Model, Data Visualization Software, Innovation, Operations Management, Probability Distribution, Statistical Machine Learning, Statistical Programming, Storytelling, Benefits, Collaboration, Employee Relations, Plot (Graphics), Regression, Securities Sales, Statistical Tests, Adaptability, Product Marketing, Business Research, Human Resources, User Research, Visualization (Computer Graphics), Algorithms, Contract Management, Extract, Transform, Load, Machine Learning, Machine Learning Algorithms, Entrepreneurial Finance, Forecasting, Game Theory, Visual Design, Design and Product, Econometrics, Computer Programming, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Credit offered
Graduate Certificate · 6 - 12 Months
University of Illinois at Urbana-Champaign
Business Analytics Graduate Certificate
Skills you'll gain: Accounting, Leadership and Management, Financial Accounting, Finance, Financial Analysis, Financial Management, Business Analysis, Critical Thinking, Decision Making, General Accounting, Data Analysis, Strategy, Generally Accepted Accounting Principles (GAAP), Marketing, Strategy and Operations, Market Analysis, Management Accounting, Investment Management, Risk Management, Taxes, Communication, Entrepreneurship, Cost Accounting, Regulations and Compliance, Account Management, Problem Solving, Mergers & Acquisitions, Accounts Payable and Receivable, Exploratory Data Analysis, Data Management, Business Process Management, Corporate Accouting, Market Research, Marketing Management, Media Strategy & Planning, Data Visualization, Digital Marketing, Planning, Probability & Statistics, Audit, Cash Management, Leadership Development, Performance Management, Business Intelligence, Business Communication, Business Development, Business Psychology, Organizational Development, Securities Trading, Statistical Analysis, Culture, Behavioral Economics, Creativity, Process Analysis, Professional Development, Sales, Advertising, Brand Management, Influencing, Social Media, Banking, Business Transformation, Customer Analysis, General Statistics, Product Management, R Programming, Conflict Management, Correlation And Dependence, Human Learning, Interactive Data Visualization, Operational Analysis, Payments, People Analysis, People Management, Research and Design, Business Design, Project Management, Advertising Sales, Basic Descriptive Statistics, Big Data, Budget Management, Change Management, Data Analysis Software, Emotional Intelligence, Negotiation, Data Model, Data Visualization Software, Innovation, Operations Management, Probability Distribution, Statistical Machine Learning, Statistical Programming, Storytelling, Benefits, Collaboration, Employee Relations, Plot (Graphics), Regression, Securities Sales, Statistical Tests, Adaptability, Product Marketing, Business Research, Human Resources, User Research, Visualization (Computer Graphics), Algorithms, Contract Management, Extract, Transform, Load, Machine Learning, Machine Learning Algorithms, Entrepreneurial Finance, Forecasting, Game Theory, Visual Design, Design and Product, Econometrics, Computer Programming, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Credit offered
Graduate Certificate · 6 - 12 Months
Universidad Austral
Aprende a programar con Python
Skills you'll gain: Computer Programming, Python Programming, Programming Principles, Computer Programming Tools, System Programming, Data Structures, Computational Logic, Algorithms, Databases, SQL, Mathematics, Computational Thinking, Software Engineering, Data Analysis, Problem Solving, Database Application, Operational Analysis, Database Administration, Data Management, Database Theory, Software Testing, Systems Design, Database Design
4.5
Rating, 4.5 out of 5 stars
2.2K reviews
Beginner · Specialization · 3 - 6 Months
University of Colorado Boulder
Master of Science in Electrical Engineering
Skills you'll gain: Algorithms, Leadership and Management, Mathematics, Probability & Statistics, General Statistics, Problem Solving, Theoretical Computer Science, Computer Programming, Communication, Databases, Critical Thinking, Data Structures, Data Management, Estimation, Finance, Data Analysis, Design and Product, Research and Design, Systems Design, Mathematical Theory & Analysis, Database Design, Hardware Design, Writing, Data Model, Project Management, Strategy and Operations, Machine Learning, Probability Distribution, SQL, Computational Logic, Decision Making, Strategy, Database Theory, Database Administration, PostgreSQL, Computer Architecture, Operating Systems, Computational Thinking, Computer Programming Tools, Graph Theory, Planning, Process Analysis, Internet Of Things, Statistical Tests, Correlation And Dependence, Database Application, Financial Analysis, Statistical Analysis, Algebra, Business Communication, Machine Learning Algorithms, Product Management, Regression, Computer Networking, Agile Software Development, Business Analysis, Data Visualization, Product Design, Professional Development, Statistical Machine Learning, Accounting, Business Process Management, Cost Accounting, Creativity, Linear Algebra, Python Programming, Material Handling, People Management, Programming Principles, Statistical Programming, System Programming, Deep Learning, Calculus, Investment Management, Organizational Development, Risk Management, Computer Vision, Business Design, Entrepreneurship, Experiment, Performance Management, Product Development, Scrum (Software Development), System Security, Business Intelligence, Differential Equations, Financial Accounting, Network Security, Product Lifecycle, System Software, Visual Design, Cloud Computing, Microarchitecture, Financial Management, Graphic Design, Security Engineering, Big Data, Collaboration, Conflict Management, Distributed Computing Architecture, Innovation, Market Analysis, Marketing, Network Architecture, Software Engineering, Software Security, Software Testing, Amazon Web Services, Cloud Applications, Cloud Platforms, Cloud Standards, Security Strategy, Adaptability, Applied Mathematics, Budget Management, Leadership Development, Linux, Network Analysis, Operations Management, Market Research, NoSQL, Data Mining, Negotiation, Product Strategy, R Programming, Software Architecture, Software-Defined Networking, Dimensionality Reduction, Forecasting, Kubernetes, Business, Computer Science, Data Science, Data Warehousing, Java Programming, Resilience
Earn a degree
Degree · 1 - 4 Years
University of Colorado Boulder
Master of Science in Computer Science
Skills you'll gain: Algorithms, Leadership and Management, Mathematics, Probability & Statistics, General Statistics, Problem Solving, Theoretical Computer Science, Computer Programming, Communication, Databases, Critical Thinking, Data Structures, Data Management, Estimation, Finance, Data Analysis, Design and Product, Research and Design, Systems Design, Mathematical Theory & Analysis, Database Design, Hardware Design, Writing, Data Model, Project Management, Strategy and Operations, Machine Learning, Probability Distribution, SQL, Computational Logic, Decision Making, Strategy, Database Theory, Database Administration, PostgreSQL, Computer Architecture, Operating Systems, Computational Thinking, Computer Programming Tools, Graph Theory, Planning, Process Analysis, Internet Of Things, Statistical Tests, Correlation And Dependence, Database Application, Financial Analysis, Statistical Analysis, Algebra, Business Communication, Machine Learning Algorithms, Product Management, Regression, Computer Networking, Agile Software Development, Business Analysis, Data Visualization, Product Design, Professional Development, Statistical Machine Learning, Accounting, Business Process Management, Cost Accounting, Creativity, Linear Algebra, Python Programming, Material Handling, People Management, Programming Principles, Statistical Programming, System Programming, Deep Learning, Calculus, Investment Management, Organizational Development, Risk Management, Computer Vision, Business Design, Entrepreneurship, Experiment, Performance Management, Product Development, Scrum (Software Development), System Security, Business Intelligence, Differential Equations, Financial Accounting, Network Security, Product Lifecycle, System Software, Visual Design, Cloud Computing, Microarchitecture, Financial Management, Graphic Design, Security Engineering, Big Data, Collaboration, Conflict Management, Distributed Computing Architecture, Innovation, Market Analysis, Marketing, Network Architecture, Software Engineering, Software Security, Software Testing, Amazon Web Services, Cloud Applications, Cloud Platforms, Cloud Standards, Security Strategy, Adaptability, Applied Mathematics, Budget Management, Leadership Development, Linux, Network Analysis, Operations Management, Market Research, NoSQL, Data Mining, Negotiation, Product Strategy, R Programming, Software Architecture, Software-Defined Networking, Dimensionality Reduction, Forecasting, Kubernetes, Business, Computer Science, Data Science, Data Warehousing, Java Programming, Resilience
Earn a degree
Degree · 1 - 4 Years
University of Colorado Boulder
Master of Engineering in Engineering Management
Skills you'll gain: Algorithms, Leadership and Management, Mathematics, Probability & Statistics, General Statistics, Problem Solving, Theoretical Computer Science, Computer Programming, Communication, Databases, Critical Thinking, Data Structures, Data Management, Estimation, Finance, Data Analysis, Design and Product, Research and Design, Systems Design, Mathematical Theory & Analysis, Database Design, Hardware Design, Writing, Data Model, Project Management, Strategy and Operations, Machine Learning, Probability Distribution, SQL, Computational Logic, Decision Making, Strategy, Database Theory, Database Administration, PostgreSQL, Computer Architecture, Operating Systems, Computational Thinking, Computer Programming Tools, Graph Theory, Planning, Process Analysis, Internet Of Things, Statistical Tests, Correlation And Dependence, Database Application, Financial Analysis, Statistical Analysis, Algebra, Business Communication, Machine Learning Algorithms, Product Management, Regression, Computer Networking, Agile Software Development, Business Analysis, Data Visualization, Product Design, Professional Development, Statistical Machine Learning, Accounting, Business Process Management, Cost Accounting, Creativity, Linear Algebra, Python Programming, Material Handling, People Management, Programming Principles, Statistical Programming, System Programming, Deep Learning, Calculus, Investment Management, Organizational Development, Risk Management, Computer Vision, Business Design, Entrepreneurship, Experiment, Performance Management, Product Development, Scrum (Software Development), System Security, Business Intelligence, Differential Equations, Financial Accounting, Network Security, Product Lifecycle, System Software, Visual Design, Cloud Computing, Microarchitecture, Financial Management, Graphic Design, Security Engineering, Big Data, Collaboration, Conflict Management, Distributed Computing Architecture, Innovation, Market Analysis, Marketing, Network Architecture, Software Engineering, Software Security, Software Testing, Amazon Web Services, Cloud Applications, Cloud Platforms, Cloud Standards, Security Strategy, Adaptability, Applied Mathematics, Budget Management, Leadership Development, Linux, Network Analysis, Operations Management, Market Research, NoSQL, Data Mining, Negotiation, Product Strategy, R Programming, Software Architecture, Software-Defined Networking, Dimensionality Reduction, Forecasting, Kubernetes, Business, Computer Science, Data Science, Data Warehousing, Java Programming, Resilience
Earn a degree
Degree · 1 - 4 Years
University of Michigan
Python for Everybody
Skills you'll gain: Computer Programming, Python Programming, Computer Programming Tools, Programming Principles, Data Structures, Computational Thinking, Computational Logic, Data Analysis, Software Engineering, Algorithms, Critical Thinking, Problem Solving, Data Architecture, Databases, Theoretical Computer Science, Database Administration, Data Model, Data Visualization, Database Design, Database Theory, Web Development, Web Development Tools, Computer Networking, SQL, HTML and CSS, Other Web Frameworks
Build toward a degree
4.8
Rating, 4.8 out of 5 stars
275K reviews
Beginner · Specialization · 3 - 6 Months
IBM
IBM IT Project Manager
Skills you'll gain: Software Engineering, Agile Software Development, Computer Programming, Software Engineering Tools, Application Development, Programming Principles, Software Architecture, Communication, Cloud Applications, Scrum (Software Development), Software Framework, System Programming, Leadership and Management, Project Management, Business Analysis, Cloud Computing, Databases, IBM Cloud, Information Technology, Operating Systems, Python Programming, Risk Management
4.7
Rating, 4.7 out of 5 stars
6.2K reviews
Beginner · Professional Certificate · 3 - 6 Months
IBM
IBM IT Scrum Master
Skills you'll gain: DevOps, Software Engineering, Computer Programming, Agile Software Development, Programming Principles, Software Engineering Tools, Application Development, Software Architecture, Communication, Continuous Delivery, Cloud Applications, Continuous Integration, Scrum (Software Development), Software Framework, System Programming, Leadership and Management, Project Management, Cloud Computing, Databases, IBM Cloud, Information Technology, Operating Systems, Python Programming
4.8
Rating, 4.8 out of 5 stars
7.3K reviews
Beginner · Professional Certificate · 3 - 6 Months
S.P. Jain Institute of Management and Research
Post Graduate Diploma in Management Online
Skills you'll gain: Operations Management, Process Analysis, Project Management
Earn a degree
Degree · 1 - 4 Years
University of Illinois at Urbana-Champaign
Master of Science in Accounting
Skills you'll gain: Leadership and Management, Accounting, Finance, Financial Analysis, Financial Accounting, Business Analysis, Data Analysis, Strategy, Decision Making, Critical Thinking, Marketing, Financial Management, Strategy and Operations, Market Analysis, General Accounting, Taxes, Entrepreneurship, Generally Accepted Accounting Principles (GAAP), Investment Management, Management Accounting, Market Research, Regulations and Compliance, Mergers & Acquisitions, Communication, Risk Management, Problem Solving, Cost Accounting, Probability & Statistics, Corporate Accouting, Digital Marketing, Business Development, Data Management, Account Management, Business Process Management, Accounts Payable and Receivable, Python Programming, Media Strategy & Planning, Exploratory Data Analysis, Marketing Management, Statistical Programming, Business Intelligence, Business Psychology, Behavioral Economics, Leadership Development, Data Visualization, Culture, Innovation, Audit, Business Transformation, Planning, Statistical Analysis, Banking, Securities Trading, Business Communication, Customer Analysis, General Statistics, Organizational Development, Product Strategy, Research and Design, Sales, Performance Management, Professional Development, Brand Management, Cash Management, People Analysis, Social Media, Product Management, R Programming, Correlation And Dependence, Creativity, Customer Relationship Management, Data Analysis Software, Human Learning, Machine Learning, Advertising, Process Analysis, Business Design, Negotiation, Design and Product, Influencing, Payments, Regression, Econometrics, Change Management, Conflict Management, Human Resources, Marketing Design, Operational Analysis, People Management, Product Development, Product Marketing, Adaptability, Advertising Sales, Budget Management, Statistical Machine Learning, Contract Management, Project Management, Basic Descriptive Statistics, Benefits, Big Data, Collaboration, Computer Programming, Emotional Intelligence, Employee Relations, Forecasting, Interactive Data Visualization, Operations Management, Plot (Graphics), Probability Distribution, Data Model, Product Design, Securities Sales, Algorithms, Data Structures, Data Visualization Software, Statistical Tests, Storytelling, Data Mining, Mathematics, Product Lifecycle, User Research, Visualization (Computer Graphics), Machine Learning Algorithms, Business Research, Extract, Transform, Load, Visual Design, Databases, Entrepreneurial Finance, Game Theory, Accounting Software, Natural Language Processing, Data Warehousing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Data Science, Microsoft Excel, People Analytics, People Development, Strategic Thinking
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, Business Communication, People Analysis, R Programming, Social Media, Correlation And Dependence, Creativity, Data Analysis Software, Machine Learning, Product Management, Securities Trading, Human Learning, Professional Development, Advertising, Business Design, Process Analysis, Design and Product, Influencing, Regression, Operational Analysis, People Management, Product Development, Product Marketing, Econometrics, Adaptability, 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, Interactive Data Visualization, Operations Management, Payments, 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, Contract Management, Extract, Transform, Load, Visual Design, Databases, Entrepreneurial Finance, Game Theory, Accounting Software, Natural Language Processing, Data Warehousing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Data Science, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Earn a degree
Degree · 1 - 4 Years