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AWS DeepRacer School (English)
AWS DeepRacer School
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Contents
What is AWS DeepRacer
What is AWS DeepRacer?
What you can learn from AWS DeepRacer
Cloud Computing and AWS
DeepRacer Workflow
How DeepRacer Works (1)
How DeepRacer Works (2)
DeepRacer Pricing
AWS Account
AWS Account Type
Signing up for ROOT Account
AWS Console Sing-In
AWS ROOT Account Security Settings
Checking Costs and Freetier Usage
Exploring DeepRracer Console
Introducing DeepRacer Console Menu
Exploring Racing League Menu
Exploring Reinforcement Learning Menu
Exploring Multi-user management Menu
Exploring Resources Menu
Exploring Next challenge Menu
Model Training
Race Type
Types of Sensors and Vehicles
Building a new Vehicle Practice
Model Training Practice
Exploring Actions Menu
Machine Learning and Deep Learning
Machine Learning Overview
How Machines Learn
Hyperparameters
Deep Learning and DNN
CNN and DeepRacer Model
Deep Learning Issues
Reinforcement Learning
Reinforcement Learning Overview
Goals in Reinforcement Learning
Types of Reinforcement Learning Algorithms
Data Structures in Reinforcement Learning
Training Models in Reinforcement Learning
Challenges and Issues in Reinforcement Learning
Hyperparameters and Terminology in RL
Python for DeepRacer
Coding Practice Environmnet-Python and Colab
Printing and Variables
Data Types
Operations
Working with Lists
Math Library
If Statement
For Loop
While Loop
Function
Reward Function
Input parameters of reward function
Reward function examples
other samples
Reward Function Lab
Track Waypoints Visualization
Input params samples
Log Analysis
Reward graph
download logs
Log Analysis Example
Real-world deployment of DeepRacer model
Get to know your vehicle
Launch device console
Upload model and Drive vehicle
Calibrate vehicle
Build your physical track
Tips
DeepRacer Student
multi user mode
Create a Community Race
Exporting and Importing Models to S3
Automatic Model Submission
DRfC (DeepRacer for Cloud)
Resources
Resources
Korean (í•œêµì–´)
AI Castle
Index
