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London Ignite
Cloud and Digital DeliveryTechnicalCPD accredited

MLOps: Deploying and Monitoring AI Services

Plan and practise the operational steps needed to maintain a model-based service beyond a notebook.

Duration
5 days
Level
Technical
Delivery
In person · London
Location
London
Next date
Dates on request

Overview

Plan and practise the operational steps needed to maintain a model-based service beyond a notebook.

Prerequisites

  • Python, Git and basic ML experience

Who should attend

  • Data scientists, ML engineers and technical leads

Learning objectives

By the end of the programme, participants will be able to:

  • Version data and model artefacts.
  • Package an inference service.
  • Specify release checks.
  • Monitor service and model behaviour.
  • Plan rollback and incident ownership.

Practical output

Practical output

A deployment blueprint and monitoring plan.

Day-by-day outline

  • Model lifecycle and ownership.
  • Versioning data, code and models.
  • Experiment tracking.
  • Lab: register a reproducible model.

Dates & fees

Request dates

London dates for this programme have not been confirmed yet. Register your interest below with your preferred timeframe, or ask about running it privately for your team.

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Practical information

Delivery format
In-person classroom programme in central London. The venue is confirmed in your joining instructions, sent after booking. Also available as private in-house delivery for your organisation.
Daily hours
09:30–16:30, Monday to Friday, with lunch and short breaks. Approximately 25 learning hours in total. Registration from 09:00 on the first day.
Inclusions
  • Expert-led tuition in small groups
  • Digital course materials and templates
  • Lunch and morning and afternoon refreshments each day
  • Pre-course joining instructions
  • Certificate of attendance
  • Guided hands-on lab exercises
  • Pre-course setup guide

Please bring a laptop you can install software on. Specific software requirements are sent with your joining instructions.

Certificate
London Ignite Certificate of Attendance, awarded on completion of the programme (minimum 80% attendance).

Questions about practical arrangements? Contact us.

Private delivery

Bring this programme to your organisation.

Private delivery can be arranged at your premises or an agreed venue in the UK and internationally, with content adapted to your team’s context and objectives.

Discuss in-house training

FAQs

Programme-specific answers will be published once approved. In the meantime, please contact us with any question about this programme.

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