DS3002 Data Science Systems
Jason Williamson 
School of Data Science
University of Virginia, Spring 2021
Hands-On Labs
Labs are free unless marked otherwise
| Difficulty | Do / Practice |
|---|---|
| Track Your Progress |
 Google Form |
| Beginner |
 Amazon S3 boto3 SDK Docker 101 Google Storage (1 credit) Docker Classroom (Select 2) Data Cleaning GitHub API |
| Intermediate |
Batch Pipelines in GCP (5 credits) AWS Relational Database Service (1 credit) GCP BigQuery Create an RDS Instance Katacoda Docker (Select 1) AWS Batch AWS Redshift (10 credits) AWS Lambda Intro to AWS DynamoDB Serverless Text-to-Speech (8 credits) Serverless + Event-driven (10 credits) CRUD using DynamoDB (10 credits) GCP BigTable Basic REST API |
| Advanced |
AWS Chalice Workshops (Select one) Chalice + CDK API Builds Automated API Deployments Data Lakes (TBD) AWS Elasticache (1 credit) AWS Athena Intro (Cost TBD) Publish a Container to Lightsail ML Quests (select) Database-driven Workflows |
| More: Vendor Training |
Azure Learning Paths Google Cloud Training AWS Hands-On Tutorials Labs @ Educative |