Weekly Course Schedule – Fall 2024

IS597 - MLC - Machine Learning Pipelines Using Cloud-Based Platforms

Meets Tuesday Afternoons

Week 7 (October 7 – October 13)

Tuesday, October 8 (1:15 P.M. – 3:15 P.M., LISB 131) Class Session 7
Topics	Building Pipelines For Machine Learning
In-Class Activities	Review solutions to prior assignments from prior week. Breakout Activity: TBA
Required Readings	Géron – Chapter 2 (End-to-End Machine Learning Project)
Optional Readings	IBM (2024). What is a machine learning pipeline?
Required Recordings	Lecture Video: Building Pipelines for Machine Learning
Other Resources	Slides for Building Pipelines for Machine Learning lecture Mind Map: What is a ML Pipeline The Apache Software Foundation (2024). Apache Airflow.

Friday, October 11 (2:00 P.M. – 3:00 P.M., Zoom) Optional Session
Lab Session	On Friday afternoons from 2:00 PM till 3:00 PM, we will be holding an optional Lab Session using Zoom. Please drop by to ask a question, to discuss solutions to previous assignments, to get help with the current assignment, to discuss the final project, or just to say hello. Please use a headset while participating.

Sunday, October 13, @ 11:55 P.M.
Weekly Assignments Deadline

Coding Assignments Due

Building Machine Learning Pipelines Assignment
Description: In this assignment, you will build a machine learning pipeline. In this assignment, the entire workflow will be implemented in a single Jupyter Notebook. You will be running your notebook in an AWSALL SageMaker Notebook Instance. Later, you will be able to adopt this approach for use in your Final Project.