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intermediate125 min total8 lessons

Machine Learning Engineering

Build production-grade ML systems from data pipelines to live inference endpoints, with monitoring and CI/CD baked in.

machine-learningmlopspytorchpython
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Course Lessons

1

Designing ML Systems

15 min
2

Data Pipelines for ML

16 min
3

Training Loops in PyTorch

18 min
4

Experiment Tracking with MLflow

14 min
5

Model Packaging and Export

14 min
6

Inference Serving with FastAPI

16 min
7

Monitoring and Drift Detection

15 min
8

CI/CD for Machine Learning

17 min