Udemy
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
Development
Web Development Data Science Mobile Development Programming Languages Game Development Database Design & Development Software Testing Software Engineering Software Development Tools No-Code Development
Business
Entrepreneurship Communication Management Sales Business Strategy Operations Project Management Business Law Business Analytics & Intelligence Human Resources Industry E-Commerce Media Real Estate Other Business
Finance & Accounting
Accounting & Bookkeeping Compliance Cryptocurrency & Blockchain Economics Finance Finance Cert & Exam Prep Financial Modeling & Analysis Investing & Trading Money Management Tools Taxes Other Finance & Accounting
IT & Software
IT Certifications Network & Security Hardware Operating Systems & Servers Other IT & Software
Office Productivity
Microsoft Apple Google SAP Oracle Other Office Productivity
Personal Development
Personal Transformation Personal Productivity Leadership Career Development Parenting & Relationships Happiness Esoteric Practices Religion & Spirituality Personal Brand Building Creativity Influence Self Esteem & Confidence Stress Management Memory & Study Skills Motivation Other Personal Development
Design
Web Design Graphic Design & Illustration Design Tools User Experience Design Game Design 3D & Animation Fashion Design Architectural Design Interior Design Other Design
Marketing
Digital Marketing Search Engine Optimization Social Media Marketing Branding Marketing Fundamentals Marketing Analytics & Automation Public Relations Paid Advertising Video & Mobile Marketing Content Marketing Growth Hacking Affiliate Marketing Product Marketing Other Marketing
Lifestyle
Arts & Crafts Beauty & Makeup Esoteric Practices Food & Beverage Gaming Home Improvement & Gardening Pet Care & Training Travel Other Lifestyle
Photography & Video
Digital Photography Photography Portrait Photography Photography Tools Commercial Photography Video Design Other Photography & Video
Health & Fitness
Fitness General Health Sports Nutrition & Diet Yoga Mental Health Martial Arts & Self Defense Safety & First Aid Dance Meditation Other Health & Fitness
Music
Instruments Music Production Music Fundamentals Vocal Music Techniques Music Software Other Music
Teaching & Academics
Engineering Humanities Math Science Online Education Social Science Language Learning Teacher Training Test Prep Other Teaching & Academics
Web Development JavaScript React Angular CSS Node.Js PHP HTML5 Vue JS
AWS Certification Microsoft Certification AWS Certified Solutions Architect - Associate AWS Certified Cloud Practitioner CompTIA A+ Amazon AWS Cisco CCNA Microsoft AZ-900 CompTIA Security+
Microsoft Power BI SQL Tableau Data Modeling Business Analysis Business Intelligence MySQL Qlik Sense Data Analysis
Unity Unreal Engine Game Development Fundamentals C# 3D Game Development C++ Unreal Engine Blueprints 2D Game Development Blender
Google Flutter iOS Development Android Development Swift React Native Dart (programming language) Kotlin Mobile App Development SwiftUI
Graphic Design Photoshop Adobe Illustrator Drawing Digital Painting Canva InDesign Character Design Procreate Digital Illustration App
Life Coach Training Neuro-Linguistic Programming Personal Development Personal Transformation Life Purpose Mindfulness Sound Therapy Meditation Emotional Intelligence
Business Fundamentals Entrepreneurship Fundamentals Freelancing Business Strategy Startup Business Plan Online Business Blogging Leadership
Digital Marketing Social Media Marketing Marketing Strategy Google Analytics Internet Marketing Email Marketing Copywriting YouTube Marketing Startup

DevelopmentData ScienceReinforcement Learning

Advanced Reinforcement Learning in Python: cutting-edge DQNs

Build Artificial Intelligence (AI) agents using Deep Reinforcement Learning and PyTorch: From basic DQN to Rainbow DQN
Highest rated
Rating: 4.9 out of 54.9 (17 ratings)
274 students
Created by Escape Velocity Labs
Last updated 5/2022
English
English [Auto]

What you'll learn

  • Master some of the most advanced Reinforcement Learning algorithms.
  • Learn how to create AIs that can act in a complex environment to achieve their goals.
  • Create from scratch advanced Reinforcement Learning agents using Python's most popular tools (PyTorch Lightning, OpenAI gym, Optuna)
  • Learn how to perform hyperparameter tuning (Choosing the best experimental conditions for our AI to learn)
  • Fundamentally understand the learning process for each algorithm.
  • Debug and extend the algorithms presented.
  • Understand and implement new algorithms from research papers.

Requirements

  • Be comfortable programming in Python
  • Completing our course "Reinforcement Learning beginner to master" or being familiar with the basics of Reinforcement Learning (or watching the leveling sections included in this course).
  • Know basic statistics (mean, variance, normal distribution)

Description

This is the most complete Advanced Reinforcement Learning course on Udemy. In it, you will learn to implement some of the most powerful Deep Reinforcement Learning algorithms in Python using PyTorch and PyTorch lightning. You will implement from scratch adaptive algorithms that solve control tasks based on experience. You will learn to combine these techniques with Neural Networks and Deep Learning methods to create adaptive Artificial Intelligence agents capable of solving decision-making tasks.

This course will introduce you to the state of the art in Reinforcement Learning techniques. It will also prepare you for the next courses in this series, where we will explore other advanced methods that excel in other types of task.

The course is focused on developing practical skills. Therefore, after learning the most important concepts of each family of methods, we will implement one or more of their algorithms in jupyter notebooks, from scratch.


Leveling modules: 


- Refresher: The Markov decision process (MDP).

- Refresher: Q-Learning.

- Refresher: Brief introduction to Neural Networks.

- Refresher: Deep Q-Learning.



Advanced Reinforcement Learning:


- PyTorch Lightning.

- Hyperparameter tuning with Optuna.

- Reinforcement Learning with image inputs

- Double Deep Q-Learning

- Dueling Deep Q-Networks

- Prioritized Experience Replay (PER)

- Distributional Deep Q-Networks

- Noisy Deep Q-Networks

- N-step Deep Q-Learning

- Rainbow Deep Q-Learning

Who this course is for:

  • Developers who want to get a job in Machine Learning.
  • Data scientists/analysts and ML practitioners seeking to expand their breadth of knowledge.
  • Robotics students and researchers.
  • Engineering students and researchers.

Instructor

Escape Velocity Labs
Hands-on, comprehensive AI courses
Escape Velocity Labs
  • 4.7 Instructor Rating
  • 356 Reviews
  • 3,713 Students
  • 9 Courses

Escape Velocity Labs offers courses in Artificial Intelligence and data science. The courses are designed to develop the student's practical skills and acquire the necessary knowledge to work in the field. The theory is taught in a simple but rigorous manner.

The company was founded in 2019 and in addition to creating online training courses it offers consulting services in the area of Machine Learning to companies.

Top companies choose Udemy Business to build in-demand career skills.
NasdaqVolkswagenBoxNetAppEventbrite
  • Udemy Business
  • Teach on Udemy
  • Get the app
  • About us
  • Contact us
  • Careers
  • Blog
  • Help and Support
  • Affiliate
  • Investors
  • Impressum Kontakt
  • Terms
  • Privacy policy
  • Cookie settings
  • Sitemap
  • Accessibility statement
Udemy
© 2022 Udemy, Inc.