get app
    Download Careers360 App
    • Home
    • Udemy
    • Courses
    • Reinforcement Learning beginner to master Artificial Intelligence in Python

    Reinforcement Learning beginner to master AI in Python

    BY
    Udemy

    Brochure Enquire
    Lavel

    Beginner

    Mode

    Online

    Fees

    ₹ 3099

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 3,099
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Welcome module

    • [IMPORTANT] English captions available for sections 1-4
    • Welcome
    • Course Structure
    • Environment setup [Important]
    • Setup - Mac

    The Markov decision process (MDP)

    • The Markov decision process (MDP)
    • Types of Markov decision process
    • Trajectory vs episode
    • Reward vs Return
    • Discount factor
    • Policy
    • State values v(s) and action values q(s,a)
    • Bellman equations
    • Solving a Markov decision process
    • Setup - MDP in code
    • MDP in code - Part 1
    • MDP in code - Part 2

    Dynamic Programming

    • Introduction to Dynamic Programming
    • Value iteration
    • Setup - Value iteration
    • Coding - Value iteration 1
    • Coding - Value iteration 2
    • Coding - Value iteration 3
    • Coding - Value iteration 4
    • Coding - Value iteration 5
    • Policy iteration
    • Setup - Policy iteration
    • Coding - Policy iteration 1
    • Policy evaluation
    • Coding - Policy iteration 2
    • Policy Improvement
    • Coding - Policy iteration 3
    • Coding - Policy iteration 4
    • Policy iteration in practice
    • Generalized Policy Iteration (GPI)

    Monte Carlo methods

    • Monte Carlo methods
    • Solving control tasks with Monte Carlo methods
    • On-policy Monte Carlo control
    • Setup - On-policy Monte Carlo control
    • Coding - On-policy Monte Carlo control 1
    • Coding - On-policy Monte Carlo control 2
    • Coding - On-policy Monte Carlo control 3
    • Setup - Constant alpha Monte Carlo
    • Coding - Constant alpha Monte Carlo
    • Off-policy Monte Carlo control
    • Setup - Off-policy Monte Carlo control
    • Coding - Off-policy Monte Carlo 1
    • Coding - Off-policy Monte Carlo 2
    • Coding - Off-policy Monte Carlo 3

    Temporal difference methods

    • Temporal difference methods
    • Solving control tasks with temporal difference methods
    • Monte Carlo vs temporal difference methods
    • SARSA
    • Setup - SARSA
    • Coding - SARSA 1
    • Coding - SARSA 2
    • Q-Learning
    • Setup - Q-Learning
    • Coding - Q-Learning 1
    • Coding - Q-Learning 2
    • Advantages of temporal difference methods

    N-step bootstrapping

    • N-step temporal difference methods
    • Where do n-step methods fit?
    • Effect of changing n
    • N-step SARSA
    • N-step SARSA in action
    • Setup - n-step SARSA
    • Coding - n-step SARSA

    Continuous state spaces

    • Setup - Classic control tasks
    • Coding - Classic control tasks
    • Working with continuous state spaces
    • State aggregation
    • Setup - Continuous state spaces
    • Coding - State aggregation 1
    • Coding - State aggregation 2
    • Coding - State aggregation 3
    • Tile coding
    • Coding - Tile coding 1
    • Coding - Tile coding 2
    • Coding - Tile coding 3

    Brief introduction to neural networks

    • Function approximators
    • Artificial Neural Networks
    • Artificial Neurons
    • How to represent a Neural Network
    • Stochastic Gradient Descent
    • Neural Network optimization

    Deep SARSA

    • Deep SARSA
    • Neural Network optimization (Deep Q-Network)
    • Experience Replay
    • Target Network
    • Coding - Deep SARSA 1
    • Coding - Deep SARSA 2
    • Coding - Deep SARSA 3
    • Coding - Deep SARSA 4
    • Coding - Deep SARSA 5
    • Coding - Deep SARSA 6
    • Coding - Deep SARSA 7
    • Coding - Deep SARSA 8
    • Coding - Deep SARSA 9
    • Coding -Deep SARSA 10

    Deep Q-Learning

    • Deep Q-Learning
    • Setup - Deep Q-Learning
    • Coding - Deep Q-Learning 1
    • Coding - Deep Q-Learning 2
    • Coding - Deep Q-Learning 3

    REINFORCE

    • Policy gradient methods
    • Representing policies using neural networks
    • Policy performance
    • The policy gradient theorem
    • REINFORCE
    • Parallel learning
    • Entropy regularization
    • REINFORCE 2
    • Coding - REINFORCE 1
    • Coding - REINFORCE 2
    • Coding - REINFORCE 3
    • Coding - REINFORCE 4
    • Coding - REINFORCE 5

    Advantage Actor - Critic (A2C)

    • A2C
    • Setup - A2C
    • Coding - A2C 1
    • Coding - A2C 2
    • Coding - A2C 3
    • Coding - A2C 4

    Outro

    • Looking back
    • Next steps

    Articles

    Popular Articles

    Top 10 Indian Universities Offering Online Degrees Top 10 Indian Universities Offering Online Degrees Updated On 16 Sep, 2025
    Top 12 Certification Courses Offered by IIT Bombay Top 12 Certification Courses Offered by IIT Bombay Updated On 03 Sep, 2025
    UGC Guidelines to Pursue Online Courses UGC Guidelines to Pursue Online Courses Updated On 04 Jul, 2025
    IGNOU Online Courses Approved by UGC IGNOU Online Courses Approved by UGC Updated On 03 Jul, 2025
    150+ UGC Approved Online Degree Courses by Top Universities 150+ UGC Approved Online Degree Courses by Top ... Updated On 03 Jun, 2025
    Best Programming Languages to Learn in 2025 Best Programming Languages to Learn in 2025 Updated On 09 May, 2025
    Top 10 Online Healthcare and Hospital Management Courses Top 10 Online Healthcare and Hospital Managemen... Updated On 04 Apr, 2025
    The Scope of Artificial Intelligence in India The Scope of Artificial Intelligence in India Updated On 09 Jan, 2025
    Reasons to Enroll for an Online Content Writing Course Reasons to Enroll for an Online Content Writing... Updated On 29 Feb, 2024
    Top 10 Online Animation Certificate Courses for a Better Career Top 10 Online Animation Certificate Courses for... Updated On 27 Feb, 2024

    Latest Articles

    AI For All: Free Artificial Intelligence Courses on SWAYAM Plus - Eligibility & Benefits Updated On 22 Sep, 2025
    Free Microsoft Certification 2025: Duration, Benefits, Avg Salary, Scope Updated On 08 Sep, 2025
    Tech Layoffs, the Looming Job Crisis, and New-Age Courses & Skills Updated On 07 Aug, 2025
    Microsoft Layoff: How to Protect Yourself? Updated On 07 Jul, 2025
    How AI is Revolutionising Global Talent Mobility Beyond Borders Updated On 12 Jun, 2025
    IBM vs Google: Which AI Certification Actually Gets You Hired in 2025? Updated On 24 Apr, 2025
    10 Underrated Free AI Courses for High Salary Jobs, Enroll Now Updated On 27 Feb, 2025
    Top 10 Artificial Intelligence Tools & Framework with certification courses Updated On 28 Nov, 2024
    The Impact of AI and Automation on Future Job Markets: Preparing for the Change Updated On 11 Nov, 2024
    Top Interview Questions In Artificial Intelligence Updated On 24 Jun, 2024
    What Is Artificial Intelligence and How Is It Related to Machine and Deep Learning? Updated On 22 Jun, 2024
    What to do after completing an Artificial Intelligence course? Updated On 08 Apr, 2024

    Similar Courses

    Getting Started with Generative AI APIs

    Codio via Coursera

    3 Weeks Online
    Beginner

    Artificial Intelligence Projects

    Great Learning

    Online
    Beginner     Free

    Artificial Intelligence Chatbots Without Programmi...

    IBM via Edx

    2 Weeks Online
    Beginner     Free

    Google Artificial Intelligence for JavaScript Deve...

    Google via Edx

    7 Weeks Online
    Beginner     Free

    Contact Center Artificial Intelligence Conversatio...

    Google via Coursera

    2 Weeks Online
    Beginner

    Introduction to Intel Distribution of OpenVino Too...

    Intel via Coursera

    1 Week Online
    Beginner     Free

    Basic Certificate Course in Artificial Intelligenc...

    CDAC Noida via FutureSkills

    120 Hours Online
    Beginner     ₹ 3,390

    Intelligence Tools for the Digital Age

    IE Business School, Madrid via Coursera

    3 Weeks Online
    Beginner     Free

    AI and the Illusion of Intelligence

    Copenhagen Business School, Frederiksberg via Coursera

    3 Weeks Online
    Beginner     Free

    Artificial Intelligence Empathy and Ethics

    UC Santa Cruz via Coursera

    3 Weeks Online
    Beginner

    Courses of your Interest

    Certificate in Database Management using SQL and M...

    Certificate in Database Management using SQL and M...

    Amity Online

    24 Hours Online
    Beginner     ₹27,000 ₹33,000
    Certificate in Dashboarding and Storytelling using...

    Certificate in Dashboarding and Storytelling using...

    Amity Online

    24 Hours Online
    Beginner     ₹27,000 ₹33,000
    Certificate in Spreadsheet Modelling using Excel

    Certificate in Spreadsheet Modelling using Excel

    Amity Online

    24 Hours Online
    Beginner     ₹27,000 ₹33,000
    Certificate in Big Data Analytics

    Certificate in Big Data Analytics

    Amity Online

    40 Hours Online
    Beginner     ₹42,000 ₹52,000
    Certificate in Artificial Intelligence and Deep le...

    Certificate in Artificial Intelligence and Deep le...

    Amity Online

    40 Hours Online
    Beginner     ₹42,000 ₹52,000
    Certificate in Text Mining and NLP

    Certificate in Text Mining and NLP

    Amity Online

    32 Hours Online
    Beginner     ₹32,000 ₹40,000
    Certificate in Descriptive Analytics and Data Pre-...

    Certificate in Descriptive Analytics and Data Pre-...

    Amity Online

    16 Hours Online
    Beginner     ₹17,000 ₹21,000
    Certificate in Applied Data Engineering

    Certificate in Applied Data Engineering

    Amity Online

    60 Hours Online
    Beginner     ₹75,000 ₹100,000
    Certificate in Programming for Data Analytics Usin...

    Certificate in Programming for Data Analytics Usin...

    Amity Online

    24 Hours Online
    Beginner     ₹27,000 ₹33,000
    Certificate in Predictive Analytics Using Python

    Certificate in Predictive Analytics Using Python

    Amity Online

    32 Hours Online
    Beginner     ₹32,000 ₹40,000

    More Courses by Udemy

    Microsoft Excel 2013 Course Beginners Intermediate...

    Udemy

    Online
    Beginner     ₹399 ₹2,699

    Instagram Bot with Python V2 Giveaway Instagram Bo...

    Udemy

    Online
    Beginner     ₹ 799

    Intro To Computer Science With Python and Jupyter ...

    Udemy

    Online
    Beginner     ₹ 799

    Python for Beginners to Advance

    Udemy

    Online
    Beginner     ₹ 2,499

    Learn Python Turtle Using Block Coding

    Udemy

    Online
    Beginner     ₹399 ₹799

    Master Python Basics For Developer

    Udemy

    Online
    Beginner     ₹475 ₹3,499

    Programming in Python for Beginners

    Udemy

    Online
    Beginner     ₹ 799

    Learn Python 3 Programming from Scratch

    Udemy

    Online
    Beginner     ₹475 ₹1,299

    Automate Your Life With Python

    Udemy

    Online
    Beginner     ₹ 2,899

    Learn Python Python for Beginners

    Udemy

    Online
    Beginner     ₹ 1,799

    Trending Courses

    Digital Marketing Courses Fashion Design Courses Data Science Courses Interior Design Courses Graphic Designing Courses Cyber Security Courses Nursing Courses Tally Courses Data Analysis Courses Web Designing Courses Artificial Intelligence Courses Ethical Hacking Courses Free Digital Marketing Courses And certifications Free Artificial Intelligence Courses And Certifications Free Data Analysis Courses And Certifications Free Cyber Security Courses And Certifications Free Data Science Courses And Certifications Free Cloud Computing Courses And Certifications Free Python Courses And Certifications Free Fashion And Textiles Courses And Certifications Free Graphic Designing Courses And Certifications Free Web Designing Courses And Certifications

    Popular Courses

    General Management Courses Public Health Courses Teaching and Education Courses Financial Management Courses Web Development Courses Mathematics Courses Programming Courses Data Science Courses Cyber Security Courses Law Courses Digital Marketing Courses Mechanical Engineering Courses Explore all courses

    Popular Platforms

    upGrad Courses Udemy Courses Edx Courses Swayam Courses Coursera Courses NPTEL Courses Futurelearn Courses Mindmajix Technologies Courses Vskills Courses IIT Kharagpur Courses IIT Kanpur Courses Emeritus Courses Explore all platforms

    Learn more about the Courses

    10 Reasons to Enrol Yourself in a Digital Marketing Course 8 Must-Have Skills for AWS Cloud Architects Planning to Upskill Yourself? Enrol for a Program in Data Science 25+ Tips for Improving Your Graphic Design Skills Top Universities in India Offering Cyber Security Courses 15+ Courses for Learning Data Mining How to Make a Career in the Field of Artificial Intelligence Top 10 Benefits Of Holding A Certification In Business Intelligence Which are the best certification courses for Photography in India A Beginner's Guide to Pursue Python Programming Want to Pursue a Career in Blockchain Technology? Here is all that you need to Know How Entrepreneurs Can Use Machine Learning to Make their Business Successful? The Scope of Artificial Intelligence in India Top 10 Online Courses for Travel Lovers 10 Best Certification Courses After Hospital and Healthcare Management
    Providers
    Close
    Download Careers360 App
    All this at the convenience of your phone

    • Regular Exam Updates

    • Best College Recommendations

    • College & Rank predictors

    • Detailed Books and Sample Papers

    • Question and Answers

    google play
    students
    400M+ Students
    Colleges
    36K+ Colleges
    Exams
    500+ Exams
    eBooks
    3K+ eBooks
    Certification
    16K+ Certifications
    mobile