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b114- Mastering MLOps: Automate, Mastering MLOps: Automate, Deploy & Scale Machine Learning Models (Demo Day 1)

Master the art of deploying and managing machine learning models with MLOps best practices.

Language: English

Instructors: Kapil

Course Curriculum

Why this course?

Description

Description:

The b114-mlops course covers the fundamentals of Machine Learning Operations (MLOps), focusing on how to deploy, manage, and scale machine learning models effectively in production environments. You will learn industry best practices for streamlining the machine learning workflow, ensuring model reproducibility, and optimizing model performance through continuous integration and deployment.

Key Highlights:

  • MLOps Fundamentals
  • Model Deployment Strategies
  • Continuous Integration for ML
  • Model Monitoring and Scalability

What you will learn:

  • Understanding MLOps Principles
    Learn the core concepts of MLOps and how it integrates machine learning with operations for efficient model deployment.
  • Deployment Strategies
    Explore various deployment strategies such as continuous deployment, A/B testing, and canary releases for ML models.
  • Continuous Integration for ML
    Implement CI/CD pipelines for machine learning projects to automate testing, packaging, and deployment processes.
  • Model Monitoring and Scalability
    Monitor model performance, detect drift, and scale machine learning models to meet changing business requirements.

How to Use

After successful purchase, this item would be added to your courses.You can access your courses in the following ways :

  • From the computer, you can access your courses after successful login
  • For other devices, you can access your library using this web app through browser of your device.

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