
Set up an IAM user with CLI access and attach administrator policies. Configure the AWS CLI profile, create access keys, and test S3 commands in ap-south-1.
Begin training and testing a machine learning model with aws rekognition custom labels, fetch data from Kaggle, store it in s3, and spin up ec2 training servers.
Set up an AWS Rekognition project, import training data from S3, auto-label images by folder names, configure bucket policy, then train, validate data, and test with AWS Rekognition scripts.
Click start on the model page to launch your machine learning model and wait about 20–30 minutes to be up and running, then shut it down to avoid charges.
Learn to run inference and stop the model to avoid charges, using a bucket name, an image path, and validation data, while assessing predictions and confidence with a cutoff threshold.
Build an AWS lambda stack that runs a hello world function triggered by image uploads, with permissions to S3, Rekognition, DynamoDB, and email services, deployed via CDK using TypeScript.
Implement AWS lambda logic to modify uploaded images by appending the user id to the filename, then fetch user details from the users table via S3 and SQS.
Learn to implement an SES-based send email flow, verify identities, compose subject and body, and handle errors with CloudWatch logs and DynamoDB-driven recipients in a sandbox environment.
Develop Stripe-based payment routes and webhooks to process checkouts and update DynamoDB with user credits.
Are you ready to revolutionize your web development skills and create a cutting-edge AI-powered SaaS application? This comprehensive course is designed to take you on a transformative journey, empowering you with the knowledge and hands-on experience to build a full-stack application using the latest technologies and best practices.
Throughout this course, you'll dive deep into the world of AWS and harness its incredible potential. You'll learn how to leverage AWS EC2 to efficiently download datasets from Kaggle and seamlessly upload them to S3, ensuring smooth data management. By mastering this process, you'll lay the foundation for building powerful applications that can handle vast amounts of data with ease.
But that's just the beginning! You'll embark on an exciting project inspired by the renowned Singapore Eye Research Institute, where you'll build a sophisticated Machine Learning model capable of categorizing retinal diseases. With the help of AWS Rekognition Custom Labels, you'll train your model to accurately identify and classify various eye conditions, showcasing the immense potential of AI in the healthcare domain.
To ensure the scalability and efficiency of your application, you'll learn how to deploy your backend using AWS CDK with TypeScript. This modern approach to infrastructure as code will enable you to define and manage your application's resources with precision and flexibility. You'll gain valuable skills in architecting robust and maintainable backend systems that can handle high traffic and scale seamlessly.
Security is paramount in any application, and this course has you covered. You'll learn how to integrate Clerk for authentication, providing your users with a secure and seamless login experience. Moreover, you'll explore the power of Clerk Webhooks to establish efficient communication between your application and AWS resources, enabling real-time updates and synchronization.
No application is complete without a reliable payment system, and that's where Stripe comes in. In this course, you'll discover how to implement Stripe for smooth and secure payment processing. You'll also learn how to leverage Stripe Webhooks to facilitate communication between your payment system and your AWS infrastructure, ensuring a seamless integration and enabling automated workflows.
By the end of this course, you'll have a fully functional AI-powered SaaS web application that showcases your skills in AWS, machine learning, backend development, authentication, and payment integration. You'll have the confidence and expertise to tackle complex projects and create innovative solutions that push the boundaries of what's possible.
Don't miss this opportunity to elevate your web development career and gain a competitive edge in the industry. Enroll now and embark on a transformative learning journey that will unlock your full potential as a full-stack developer. Get ready to build applications that make a real impact and shape the future of technology!