Brief Introduction
AWS DeepRacer is a 1/18th scale race car which gives you an interesting and fun way to get started with reinforcement learning (RL). With AWS DeepRacer, you now have a way to get hands-on with RL, experiment, and learn through autonomous driving. You can get started with the virtual car and tracks in the cloud-based 3D racing simulator. For a real-world experience, you can deploy your trained models onto AWS DeepRacer and race in the global AWS DeepRacer league, the world’s first global autonomoCourse Summary
The AWS DeepRacer course is designed to teach students how to build and train autonomous racing cars using reinforcement learning. The course offers hands-on experience with AWS technology and provides students with the skills necessary to compete in the AWS DeepRacer League.Key Learning Points
- Learn how to build and train autonomous racing cars using reinforcement learning
- Gain hands-on experience with AWS technology
- Compete in the AWS DeepRacer League
Job Positions & Salaries of people who have taken this course might have
- USA: $112,000
- India: ₹14,00,000
- Spain: €50,000
- USA: $112,000
- India: ₹14,00,000
- Spain: €50,000
- USA: $97,000
- India: ₹14,00,000
- Spain: €40,000
- USA: $112,000
- India: ₹14,00,000
- Spain: €50,000
- USA: $97,000
- India: ₹14,00,000
- Spain: €40,000
- USA: $140,000
- India: ₹20,00,000
- Spain: €70,000
Related Topics for further study
Learning Outcomes
- Build and train autonomous racing cars using reinforcement learning
- Gain hands-on experience with AWS technology
- Compete in the AWS DeepRacer League
Prerequisites or good to have knowledge before taking this course
- Basic knowledge of Python programming language
- Basic understanding of machine learning concepts
Course Difficulty Level
IntermediateCourse Format
- Self-paced
- Online
- Hands-on
Similar Courses
- Machine Learning Engineer Nanodegree
- Self-Driving Car Engineer Nanodegree
Related Education Paths
Notable People in This Field
- Founder of deeplearning.ai
- Founder of Udacity
Related Books
Description
Learn the fundamentals of machine learning and reinforcement learning in a fun and engaging way through autonomous driving with AWS DeepRacer.Requirements
- We recommend students have a basic knowledge of Python. See the Technology Requirements for using Udacity.
Knowledge
- Instructor videosLearn by doing exercisesTaught by industry professionals
Outline
- lesson 1 Intro to AWS DeepRacer Get an overview of what you’ll be learning and doing in the course. Learn about the items that come in the AWS DeepRacer box. Assemble and calibrate your vehicle. lesson 2 Reinforcement learning in DeepRacer DeepRacer definition. Types of machine learning. lesson 3 Unboxing AWS DeepRacer Optional lesson for those who do not own the AWS DeepRacer hardware. Learn about the platform by following what's included in the box. lesson 4 Under the Hood recap Learn what else is included in the vehicle beside the vehicle chassis. lesson 5 DeepRacer Assembly Install the battery. Boot the operating system and connect to wi-fi. Calibrate. lesson 6 Steering calibration Follow these steps to calibrate your vehicle. lesson 7 Throttle Calibration Follow these steps to calibrate your throttle. lesson 8 Track Preview Preview one possible AWS DeepRacer track. Build your own track.
Summary of User Reviews
Learn how to build, train, and deploy machine learning models using AWS DeepRacer. This course has received positive reviews from users who find it informative, engaging, and well-structured.Key Aspect Users Liked About This Course
The hands-on projects and practical exercises are the key aspect that many users thought was good.Pros from User Reviews
- The course is well-structured and easy to follow
- The instructors are knowledgeable and engaging
- The hands-on projects and practical exercises are very helpful
- The course covers all the necessary topics to build and deploy machine learning models
- The online community is active and supportive
Cons from User Reviews
- Some users found the course content to be too basic
- The course is focused on AWS DeepRacer and may not be suitable for those interested in other machine learning platforms
- The course requires a basic understanding of programming and machine learning concepts
- Some users found the course to be too time-consuming
- The course may be too expensive for some users
AWS DeepRacer
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AWS DeepRacer is a 1/18th scale race car which gives you an interesting and fun way to get started with reinforcement learning (RL)....
