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MLOPS

MLOps.

Learn how machine learning models can be deployed, monitored, and maintained in real-world workflows.

DockerCI/CDMonitoring
Bangalore, Karnataka, India · Request fees, duration & batch timings
01 / LEARNCore concepts

Understand the foundations

02 / PRACTICEApplied exercises

Work with practical examples

03 / BUILDProject ideas

Explore hands-on workflows

What you could learn.

A suggested progression of topics for MLOps. The final lesson plan can be confirmed with the institute before enrollment.

01From notebooks to reproducible ML pipelines
02Versioning code, datasets, and experiments
03Containerization with Docker
04Continuous integration and model delivery concepts
05Model serving and API integration
06Monitoring, drift, and iterative improvement

Recommended starting point

Working knowledge of Python and basic machine learning concepts recommended.

Learning outcomes.

Explore the capabilities this course aims to develop.

Package an ML model for repeatable deployment

Understand model lifecycle and monitoring

Design a simple automated model delivery workflow

Project ideas.

Examples of practice projects that could support the learning journey.

PROJECT 01

Containerize and serve a prediction API

Example hands-on exercise

PROJECT 02

Create a versioned training pipeline with basic monitoring

Example hands-on exercise

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