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Waheed Iqbal
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Waheed Iqbal
MLOPS (SPRING 202
5
)
Syllabus
Lecture Notes
Week 01:
Course Overview
Week 0
2
:
Introduction to Linux
Week 0
3
:
Git - Version Control System
Week 0
4
:
Virtualization - V
Ms and Containers
Week 0
5-06
:
Docker Containers
Week
07
:
ML Project Lifecycle and Deployment
Week 08: Mid Terms
Week 09:
Modeling: Train a Model and Performance Analysis
Week 10:
Data Definition and Baseline
Week 1
1
:
Case Studies of ML in Airbnb. Scalability for ML APIs
Week 1
2
:
GitHub Actions
Week 1
3
:
GitHub Actions For Deploying HuggingFace Spaces
Week 1
4
:
Introduction to MLFlow
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