Module 1: Introduction to basic Unix commands

Learn the basic Unix shell commands used in cloud environments.

Tutorial	Slides	Description	Learning Objectives	Estimated Time
Introduction to basic Unix commands		This is the introduction to the basic shell commands.	Describe key reasons for learning shell. Navigate your file system using the command line. Access and read help files for `bash` programs and use help files to identify useful command options. Demonstrate the use of tab completion, and explain its advantages.	2H

Module 2: Cloud Concepts

Understand cloud architecture, providers, and services.

Tutorial	Slides	Description	Learning Objectives	Estimated Time
SimpleVM Workshop		Tutorial shows how to identify pathogenic bacteria within publicly available metagenomic datasets and scale up a bioinformatics workflow using SimpleVM.	Learn how to configure a virtual machine and scale it up with more resources.	2H

Module 3: ML model deployment

Understand cloud architecture, providers, and services.

Tutorial	Slides	Description	Learning Objectives	Estimated Time
Setting up ML project in the cloud infrastructure		Transform a trained model into an online service with a UI using Streamlit.	Learn how to create, configure, and access a VM instance in the de.NBI Cloud using SimpleVM. Learn basics of Streamlit syntax and deploy a trained ML model as an interactive web application.	5H
Deploying Machine Learning workflow using FastAPI			Learn best practices to serve model with FastAPI and get predictions as a table.	3H

Module 4: Cloud based data handling

Handle large datasets using cloud object storage

Tutorial	Slides	Description	Learning Objectives	Estimated Time

Module 5: ML monitoring, retraining, and automation

Tutorial	Slides	Description	Learning Objectives	Estimated Time