get app
    • Home
    • Udemy
    • Courses
    • Python Reinforcement Learning Deep Q Learning and TensorFlow Reinforcement Learning

    Python Reinforcement Learning, Deep Q-Learning and TRFL

    BY
    Udemy

    Brochure Enquire
    Mode

    Online

    Fees

    ₹ 499 799

    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
    ₹ 499  ₹799
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Practical Reinforcement Learning - Agents and Environments

    • The Course Overview
    • Install RStudio
    • Install Python
    • Launch Jupyter Notebook
    • Learning Type Distinctions
    • Get Started with Reinforcement Learning
    • Real-world Reinforcement Learning Examples
    • Key Terms in Reinforcement Learning
    • OpenAI Gym
    • Monte Carlo Method
    • Monte Carlo Method in Python
    • Monte Carlo Method in R
    • Practical Reinforcement Learning in OpenAI Gym
    • Markov Decision Process Concepts
    • Python MDP Toolbox
    • Value and Policy Iteration in Python
    • MDP Toolbox in R
    • Value Iteration and Policy Iteration in R
    • Temporal Difference Learning
    • Temporal Difference Learning in Python
    • Temporal Difference Learning in R
    • Test Your Knowledge

    Advanced Practical Reinforcement Learning

    • The Course Overview
    • Introduction to Deep Reinforcement Learning
    • Deep Q-Learning and Double Deep Q-Learning
    • Q-Learning in Python
    • Q-Learning in R
    • TensorFlow
    • TensorFlow in Python
    • Deep Q-Learning with TensorFlow in Python
    • Keras
    • Keras in Python
    • Deep Q-Learning with Keras in Python
    • Deep Q-Learning with Keras in R
    • Case Study – Reinforcement Learning
    • Test Your Knowledge

    Hands-On Deep Q-Learning

    • The Course Overview
    • Artificial Intelligence in a Nutshell
    • Reinforcement Learning Dynamics
    • The Bellman Equation
    • Markov Decision Process
    • Policy versus Plan and Living Penalty
    • Q-Learning Intuition
    • Temporal Difference
    • Learning Phase of Deep Q-Learning
    • Acting Phase of Deep Q-Learning
    • Experience Reply and Action Selection Policies
    • Installing PYTORCH environment
    • Self Driving Car – Part 1
    • Self Driving Car – Part 2
    • Self Driving Car – Part 3
    • Playing with Our SDC AI
    • Convolutional Neural Network
    • Deep Convolutional Q-Learning
    • Eligibility Trace
    • Installing OpenAIGym and ppaquette
    • Build an AI for DOOM – Part 1
    • Build an AI for DOOM – Part 2
    • Build an AI for DOOM – Part 3
    • Playing with our AI in DOOM
    • Test Your Knowledge

    Reinforcement Learning with TensorFlow & TRFL

    • The Course Overview
    • Set Up and Installation
    • Getting Started with TD Learning
    • Exploiting Off-policy Efficiency Using Q Learning
    • Comparing On-policy Methods with SARSA and SARSE
    • Implementing a Deep Q Network and Applying Target Network Updates
    • Modifying a DQN with Double DQN, Persistent DQN, and Huber Loss
    • Improving a DQN with Distributional Q Learning
    • Utilizing Policy Gradient Methods
    • Increasing Exploration with Policy Entropy Loss
    • Applying Actor-Critic with A3C and A2C
    • Performing Deterministic Policy Gradients
    • Deploying TD(λ)
    • Balancing Bias and Variance with Generalized λ Returns
    • Applying Q(λ)
    • Working with Multi-step Forward View
    • Using Importance Sampling with Retrace (λ)
    • Getting Started with Impala with V-Trace
    • Augmenting an Agent with Unreal and Pixel Control
    • Test Your Knowledge

    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 Cyber Security Courses Programming Courses Data Science Courses Law Courses Digital Marketing Courses Leadership Courses Explore all courses

    Popular Platforms

    upGrad Courses Udemy Courses Edx Courses Swayam Courses Coursera Courses Futurelearn Courses Mindmajix Technologies Courses Vskills Courses NPTEL 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 the Careers360 App on your Android phone

    Regular exam updates, QnA, Predictors, College Applications & E-books now on your Mobile

    Careers360 App
    150M+ Students
    30,000+ Colleges
    500+ Exams
    1500+ E-books