get app
    Download Careers360 App

    Hands - On Reinforcement Learning with Python

    BY
    Udemy

    Brochure Enquire
    Mode

    Online

    Fees

    ₹ 449 3499

    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
    ₹ 449  ₹3,499
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Getting Started with Reinforcement Learning Using OpenAI Gym

    • The Course Overview
    • Understanding Reinforcement Learning Algorithms
    • Installing and Setting Up OpenAI Gym
    • Running a Visualization of the Cart Robot CartPole-v0 in OpenAI Gym

    Lights, Camera, Action - Building Blocks of Reinforcement Learning

    • Exploring the Possible Actions of Your CartPole Robot in OpenAI Gym
    • Understanding the Environment of CartPole in OpenAI Gym
    • Coding up Your First Solution to CartPole-v0

    The Multi-Armed Bandit

    • Creating a Bandit with 4 Arms Using Python and Numpy
    • Creating an Agent to Solve the MAB Problem Using Python and Tensorflow
    • Training the Agent, and Understanding What It Learned

    The Contextual Bandit

    • Creating an Environment with Multiple Bandits Using Python and Numpy
    • Creating Your First Policy Gradient Based RL Agent with TensorFlow
    • Training the Agent, and Understanding What It Learned

    Dynamic Programming - Prediction, Control and Value Approximation

    • Visualizing Dynamic Programming in GridWorld in Your Browser
    • Understanding Prediction Through Building a Policy Evaluation Algorithm
    • Understanding Control Through Building a Policy Iteration Algorithm
    • Building a Value Iteration Algorithm
    • Linking It All Together in the Web-Based GridWorld Visualization

    Markov Decision Process and Neural Networks

    • Understanding Markov Decision Process and Dynamic Programming in CartPole-v0
    • Crafting a Neural Network Using TensorFlow
    • Crafting a Neural Network to Predict the Value of Being in Different Environment
    • Training the Agent in CartPole-v0
    • Visualizing and Understanding How Your Software Agent Has Performed

    Model-Free Prediction and Control With Monte Carlo (MC)

    • Running the Blackjack Environment From the OpenAI Gym
    • Tallying Every Outcome of an Agent Playing Blackjack Using MC
    • Visualizing the Outcomes of a Simple Blackjack Strategy
    • Control – Building a Very Simple Epsilon-Greedy Policy
    • Visualizing the Outcomes of the Epsilon-Greedy Policy

    Model-Free Prediction and Control with Temporal Difference (TD)

    • Visualizing TD and SARSA in GridWorld in Your Browser
    • Running the GridWorld Environment from the OpenAI Gym
    • Building a SARSA Algorithm to Find the Optimal Epsilon-Greedy Policy
    • Visualizing the Outcomes of the SARSA

    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 Emeritus Courses IIT Kanpur 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