AWS Cloud Quest: Machine Learning

   

AWS Cloud Quest is a role-based learning game that helps you build practical AWS skills through exercises and hands-on activities using AWS services. Within AWS Cloud Quest, there are roles you can choose from several technical domains. After starting AWS Cloud Quest, choose the Machine Learning Role to explore solution building assignments that aid you with building solutions using AWS AI services.

AWS Cloud Quest - Machine Learning Role

The Cloud Quest Machine Learning role will guide you on implementing solutions using AWS AI services. You will build, train, and deploy Machine Learning models, as well as integrate AWS AI services into solutions. You will gain hands on experience with AI/ML topics like generative AI, large language models, reinforcement learning, anomaly detection, text to speech, transcription and computer vision.

How does it work?

Players enter a virtual city and choose a pre-defined role like "Security Specialist", “Serverless Developer” or “Machine Learning", that enable quests tailored to the chosen role. As players progress through the game, they will earn rewards and status for completing activities that unlock new learning areas.

Machine Learning Role Assignments

Cloud Computing Essentials Amazon S3

Cloud First StepsAmazon EC2, AWS Infrastructure

Computing SolutionsAmazon EC2

Cloud EconomicsAmazon EC2, AWS Pricing Calculator

Networking ConceptsAmazon EC2, Amazon VPC

Databases in PracticeAmazon Relational Database Service (RDS)

Serverless FoundationsAWS Lambda

Core Security ConceptsAWS Identity and Access Management (IAM), Amazon Relational Database Service (RDS), Amazon EC2

Data Ingestion MethodsAmazon Kinesis


Image and Video AnalysisAmazon Rekognition

Text-to-SpeechAmazon Polly

Extract Text from DocsAmazon Textract

Set Up an ML EnvironmentAmazon SageMaker


Introduction to Generative AIAmazon S3, Amazon SageMaker, Amazon API Gateway, Amazon CloudFront, AWS Lambda

Fine-Tuning an LLM on Amazon SageMaker Amazon CloudFront, Amazon SageMaker, AWS Lambda, Amazon S3, Amazon API Gateway

Customer SentimentAmazon Comprehend

Speech-to-TextAmazon Transcribe

Spy Drones DetectionAmazon SageMaker

Anomaly DetectionAmazon SageMaker

Bring Your Own Model (BYOM)Amazon SageMaker

Tensorflow and Computer VisionAmazon SageMaker,

Reinforcement LearningAmazon SageMaker

Get Home SafeAmazon SageMaker