Rahat Ibn Rafiq

Rahat Ibn Rafiq

AI545 Course Contents

Syllabus

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Assignments

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Extra Credit Document

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In Class Exercise

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Watch recorded lectures here

Check your In Person Attendences

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Check your in-Class Exercise Points Here

in-class-exercise completion rate

Survey Paper Resources, Rubrics, Templates, Instructions

Survey Paper Resources

Group Project Rubrics and Instructions

Group Project Resources

Weeklinks
Week 1MLOps Foundation
Week 2MLOps Pipeline Intro Demo ,Model & Data Versioning
Week 3DVC Deep Dive ,MLFlow Concepts
Week 4MLFlow Demo, MLFlow Deep dive I
Week 5MLFlow Deep dive I
Week 6Docker Intro Docker Lecture 2
Week 7Docker Lecture 3 Docker Lecture 4 CI/CD Introduction Lecture 1
Week 8CI CD Git Actions Lecture 2
Week 9CI CD Git Actions Lecture 3 CI CD Git Actions Lecture 4
Week 10Kubernetes MLOps Lecture 1 Kubernetes MLOps Lecture 2
Week 11Kubernetes MLOps Lecture 3

Exam Syllabus

ExamSyllabus
MidtermAll materials from Week 1-Week 7, see above table
FinalAll materials from Week 8-Week 15, see above table