Not toy scripts. Every project is built and deployed on AWS - across SageMaker, Bedrock, Agentic AI and MLOps - exactly how real teams ship in production.
P01 · Gen AI & AgentsAI Loan Advisory System on AWS
Build a generative AI assistant to analyze user profiles and provide personalized loan recommendations using Bedrock and DynamoDB.
BedrockDynamoDBLambda
P02 · Machine LearningPredict University Admission using SageMaker Canvas
Use no-code ML to predict university admission chances based on academic and test scores with SageMaker Canvas & Autopilot.
SageMaker CanvasAutopilotNo-Code ML
P03 · Computer VisionImage Semantic Segmentation using AWS SageMaker
Build a deep learning model for pixel-level image segmentation - applications include autonomous driving and medical imaging.
SageMakerComputer VisionLambda
P04 · Machine LearningCredit Card Fraud Detection using SageMaker
Detect fraudulent transactions using ML models (Random Cut Forest, XGBoost) with real-time API deployment on SageMaker.
SageMakerAPI GatewayLambda
P05 · Gen AI & RAGBuild RAG using AWS Bedrock & SageMaker
Create a Retrieval-Augmented Generation application using Bedrock and SageMaker Notebooks. Ground answers in your own documents with Kendra.
BedrockKendraSageMaker
P06 · MLOps & DeploymentEnd-to-End MLOps Pipeline using SageMaker
Automate ML model training, validation and deployment using SageMaker Pipelines, CodePipeline, and ECR.
SageMaker PipelinesCodePipelineECR
P07 · Gen AI & AgentsAdvanced Crypto AI Agents on Amazon Bedrock
Build real-time AI agents to analyze crypto market data, generate insights, and automate trading strategies using Bedrock and DynamoDB.
Bedrock AgentsLambdaDynamoDB
P08 · Machine LearningHeart Disease Prediction using SageMaker Canvas
Use no-code ML to predict heart disease risk based on patient health data and medical history with SageMaker Canvas.
SageMaker CanvasS3QuickSight
P09 · Gen AI & AgentsEvaluating AWS Bedrock Models
Compare and evaluate different foundation models on metrics like accuracy, cost and latency using CloudWatch and Bedrock.
BedrockCloudWatchS3
P10 · Gen AI & AgentsAI Stylist – Personalized Outfit Recommendations
Build a generative AI application to recommend personalized outfits using Amazon Bedrock and SageMaker image generation.
BedrockS3SageMaker
P11 · Data & AnalyticsAWS Data Strategy using Data & AI/ML Services
Build a modern data pipeline and analytics solution using AWS data and AI/ML services across S3, Glue, and Redshift.
S3AWS GlueRedshift
P12 · Data & AnalyticsReal-Time Stock Data Processing
Ingest, process and analyze real-time stock market data using AWS streaming and analytics services with Kinesis and Lambda.
KinesisLambdaQuickSight
P13 · Machine LearningCustomer Churn Prediction using ML Model
Predict customer churn using ML models and identify key churn factors using SageMaker and QuickSight for visualization.
SageMakerS3QuickSight
P14 · Cloud & InfrastructureDeploy CloudMart on AWS Lightsail
Deploy a containerized e-commerce application (CloudMart) using AWS Lightsail with ECR and RDS backend.
LightsailECRRDS
P15 · MLOps & DeploymentBuilding ML Pipeline using AWS SageMaker
Create a complete ML pipeline with data processing, training, model registry and deployment using SageMaker and Step Functions.
SageMakerStep FunctionsS3
P16 · Gen AI & AgentsBuild Prod-Ready AI Agents with AgentCore
Develop production-ready multi-agent systems using Amazon Bedrock AgentCore - deployed, monitored, and enterprise-ready.
Bedrock AgentCoreLambdaDynamoDB
P17 · Responsible AISecure Multi-Agent Patient Support Assistant
Build a secure healthcare multi-agent AI assistant with guardrails, privacy, and compliance considerations using Comprehend Medical.
BedrockComprehend MedicalIAM
Python 3
NumPy
Pandas
scikit-learn
Matplotlib
Jupyter
