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.
57 courses found
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- Delivery Format: Virtual Learning
- Date 17-19 December, 2025 | 10:30 AM to 6:00 PM
- Location: Virtual (W. Europe )
- Language: English
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Guaranteed To Run
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- Delivery Format: Virtual Learning
- Date 12-14 January, 2026 | 9:30 AM to 5:00 PM
- Location: Virtual (W. Europe )
- Language: Dutch
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- Delivery Format: Virtual Learning
- Date 19-21 January, 2026 | 9:30 AM to 5:00 PM
- Location: Virtual (W. Europe )
- Language: French
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- Delivery Format: Virtual Learning
- Date 02-04 February, 2026 | 10:30 AM to 6:00 PM
- Location: Virtual (W. Europe )
- Language: English
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- Delivery Format: Virtual Learning
- Date 09-11 February, 2026 | 9:30 AM to 5:00 PM
- Location: Virtual (W. Europe )
- Language: Dutch
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- Delivery Format: Public Classroom
- Date 09-11 February, 2026 | 9:30 AM to 5:00 PM
- Location: 1-Mechelen (Battelsesteenweg 455-B) (W. Europe )
- Language: English
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- Delivery Format: Virtual Learning
- Date 09-11 February, 2026 | 9:30 AM to 5:00 PM
- Location: Virtual (W. Europe )
- Language: English
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- Delivery Format: Virtual Learning
- Date 16-18 February, 2026 | 9:30 AM to 5:00 PM
- Location: Virtual (W. Europe )
- Language: French
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- Delivery Format: Public Classroom
- Date 02-04 March, 2026 | 9:30 AM to 5:00 PM
- Location: 2-Brussel Center (Koloniënstraat 11) (W. Europe )
- Language: English
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- Delivery Format: Virtual Learning
- Date 02-04 March, 2026 | 9:30 AM to 5:00 PM
- Location: Virtual (W. Europe )
- Language: English
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