ADaSci Academy

    Mastering MLOps Strategies

    Welcome to our MLOps course, where we embark on a journey to master the art of deploying, managing, and optimizing machine learning models in real-world settings. MLOps, short for Machine Learning Operations, bridges the…

    8,036+ enrolled
    4 hours
    Intermediate
    Mastering MLOps Strategies
    01 — Overview

    About this course

    Welcome to our MLOps course, where we embark on a journey to master the art of deploying, managing, and optimizing machine learning models in real-world settings. MLOps, short for Machine Learning Operations, bridges the gap between data science and IT operations, ensuring seamless integration and scalability of ML models.

    02 — Outcomes

    What you'll learn

    ✓
    Efficiently manage the machine learning lifecycle, optimizing each stage for scalability and performance excellence.
    ✓
    Master data generation techniques, vital for creating diverse datasets crucial to robust machine learning model training.
    ✓
    Optimize data storage for seamless access, retrieval, and enhanced performance in your machine learning environment.
    ✓
    Streamline data ingestion processes, ensuring a smooth flow of information into your machine learning ecosystem.
    03 — Curriculum

    Course content

    5 sections · 9 lectures

    Hand Outs of Lifecycle Management
    0
    Video Tutorial on Lifecycle Management
    11m
    Hand Outs of Machine Learning Operations
    0
    HandsOn on Feature Engineering
    0
    Building Data Pipelines
    12m
    Hand Outs of Model Governance
    0
    Video Tutorial on Model Governance
    10m
    Understanding MLOps in detail
    31m
    Course Assessment
    0
    04 — Prerequisites

    Requirements

    • Elevate Your Machine Learning Deployment: Master MLOps Strategies. Harness advanced techniques to streamline model management, deployment, and scaling for optimal performance in production environments.
    05 — Audience

    Who should take this course

    • Beginner to mid-level AI professional

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    Mastering MLOps Strategies

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    Duration4h
    LevelIntermediate
    CertificateYes

    $39.99