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Overview
This course guides developers through building a complete AI-powered web application using React and AWS SageMaker. It begins with an introduction to AWS SageMaker, a fully managed service that enables building, training, and deploying machine learning models at scale. You’ll learn how to integrate SageMaker endpoints into your React frontend to deliver intelligent, real-time AI capabilities directly within the user interface. Starting with setting up the AWS environment and configuring SageMaker, the course walks you through creating and deploying a machine...
Syllabus
Introduction
- Build an AI application with React and SageMaker
- Course prerequisites
1. Introduction and Setup
- Basics of machine learning
- Introduction to SageMaker
- AWS SageMaker setup
- Initializing the React project
2. Feature Engineering
- Introduction to SageMaker Data Wrangler
- Data cleaning and processing with Data Wrangler
- Feature engineering and transforming data
3. Training and Deployment
- Overview of algorithms and the training process
- Train the model with Autopilot
- Review models and deploy
- Predict and clean up resources
4. React Front End
- Base app component
- Form component
- Results component
- Finish results component
Conclusion
- Continue learning SageMaker
Instructor
Emmanuel Henri
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