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MLOps Fundamentals

MLOps Fundamentals is a comprehensive guide to the principles, components, and tools used in Machine Learning Operations (MLOps). It provides a thorough understanding of the machine learning lifecycle, MLOps lifecycle, and the benefits and tools involved, such as MLFlow and KubeFlow.

We will take a look at setting up an ML project, including using Git and GitHub, setting up virtual environments, and pre-commit hooks. The course will then delve into the fundamentals of data management, such as understanding data lifecycles, data versioning, governance, and storage solutions.

Practical, hands-on demonstrations will be provided on Exploratory Data Analysis (EDA), feature engineering, and data cleaning using pandas and matplotlib. The course will further explore the concept of feature stores, their types, working, best practices, and implementation challenges.

Delivery Format

  • Company Event

    Event at company

  • Public Classroom

    Traditional Classroom Learning

  • Virtual Learning

    Learning that is virtual

22 courses found

    • Delivery Format: Virtual Learning
    • Date 02-04 February, 2026 | 9:30 AM to 5:00 PM
    • Location: Virtual (GMT Standa)
    • Language: English

    £2,195.00

    • Delivery Format: Virtual Learning
    • Date 09-11 February, 2026 | 8:30 AM to 4:00 PM
    • Location: Virtual (GMT Standa)
    • Language: English

    £2,195.00

    • Delivery Format: Virtual Learning
    • Date 02-04 March, 2026 | 8:30 AM to 4:00 PM
    • Location: Virtual (GMT Standa)
    • Language: English

    £2,195.00

    • Delivery Format: Virtual Learning
    • Date 02-04 March, 2026 | 9:30 AM to 5:00 PM
    • Location: Virtual (GMT Standa)
    • Language: English

    £2,195.00

    • Delivery Format: Virtual Learning
    • Date 07-09 April, 2026 | 9:30 AM to 5:00 PM
    • Location: Virtual (GMT Standa)
    • Language: English

    £2,195.00

    • Delivery Format: Virtual Learning
    • Date 13-15 April, 2026 | 8:30 AM to 4:00 PM
    • Location: Virtual (GMT Standa)
    • Language: English

    £2,195.00

    • Delivery Format: Virtual Learning
    • Date 04-06 May, 2026 | 8:30 AM to 4:00 PM
    • Location: Virtual (GMT Standa)
    • Language: English

    £2,195.00

    • Delivery Format: Virtual Learning
    • Date 05-07 May, 2026 | 9:30 AM to 5:00 PM
    • Location: Virtual (GMT Standa)
    • Language: English

    £2,195.00

    • Delivery Format: Virtual Learning
    • Date 01-03 June, 2026 | 9:30 AM to 5:00 PM
    • Location: Virtual (GMT Standa)
    • Language: English

    £2,195.00

    • Delivery Format: Virtual Learning
    • Date 08-10 June, 2026 | 8:30 AM to 4:00 PM
    • Location: Virtual (GMT Standa)
    • Language: English

    £2,195.00

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