ADaSci Academy

    CDS Video Series | Sec08. Deployment and Model Management

    The machine learning models are valuable only when deployed, and we can take full advantage of our business use case. When we start machine learning model development, we mostly focus on which algorithms to use, feature…

    2,721+ enrolled
    7 hours
    Intermediate
    CDS Video Series | Sec08. Deployment and Model Management
    01 — Overview

    About this course

    The machine learning models are valuable only when deployed, and we can take full advantage of our business use case. When we start machine learning model development, we mostly focus on which algorithms to use, feature engineering, and hyperparameters to make the model more accurate, but model deployment is the most critical step in the machine learning pipeline. In this workshop, we are going to learn about the ML lifecycle from gathering data to the deployment of models. Researchers and Data Scientists can build a pipeline to log and deploy machine learning models. We will learn about machine learning models’ challenges in production and different toolkits to track and monitor these models once deployed. Note: ADaSci Members get 50% discount and Premium Members get 100% discount on the course.

    02 — Outcomes

    What you'll learn

    Understand the core principles and best practices involved in deploying AI models across various platforms and environments.
    Dive into techniques and strategies for optimizing models to enhance performance, scalability, and efficiency in deployment scenarios.
    Learn how to effectively manage model versions, track changes, and implement robust monitoring solutions to ensure model health and performance.
    03 — Curriculum

    Course content

    4 sections · 8 lectures

    04 — Prerequisites

    Requirements

    • Familiarity with AI concepts and basic understanding of machine learning models will be beneficial. Proficiency in Python is recommended to engage effectively with the hands-on exercises and implementation aspects of the course.
    05 — Audience

    Who should take this course

    • Beginners in Machine Learning Operations

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    CDS Video Series | Sec08. Deployment and Model Management

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    Duration7h
    LevelIntermediate
    CertificateYes

    $54.99