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MLOps and Machine Learning Model Deployment

Many African data teams can build a model in a notebook but struggle to get it running reliably in production. This course covers the practices, tooling and workflows that move machine learning models from experiment to dependable service. Delegates learn to version, deploy, monitor and retrain models while managing cost and drift in real operating environments.

What you will be able to do

  • Explain the machine learning lifecycle from experiment to production service.
  • Version data, code and models to make results reproducible.
  • Package and deploy models as reliable, monitored services.
  • Monitor model performance and detect data and concept drift.
  • Automate retraining and safe release of updated models.
  • Manage cost, governance and handover between data and operations teams.

Course outline

  1. 01From Notebook to Production
  2. 02Versioning Data, Code and Models
  3. 03Model Packaging and Deployment
  4. 04Serving and Scaling Models
  5. 05Monitoring Performance and Drift
  6. 06Automated Retraining Pipelines
  7. 07Cost, Governance and Handover

Who should attend

Data scientists, machine learning engineers and analytics leads responsible for putting models into production.

Dates, venues and fees

DatesVenueDaysFeeCalendar
17 to 19 Aug 2026Harare3US$1,500
24 to 26 Aug 2026Kampala3US$1,500
31 Aug to 2 Sep 2026Dar es Salaam3US$1,500
7 to 9 Sep 2026Pretoria3R13,000
14 to 16 Sep 2026Cape Town3R13,000
28 to 30 Sep 2026Online3US$900
5 to 7 Oct 2026Mozambique3US$1,500
12 to 14 Oct 2026Cairo3US$1,500
19 to 21 Oct 2026Accra3US$1,500
26 to 28 Oct 2026Lusaka3US$1,500
2 to 4 Nov 2026Kigali3US$1,500
9 to 11 Nov 2026Nairobi3US$1,500
16 to 18 Nov 2026Durban3R13,000
23 to 25 Nov 2026Johannesburg3R13,000
7 to 9 Dec 2026Mauritius3US$1,500
14 to 16 Dec 2026Dubai3US$1,500
21 to 23 Dec 2026Lagos3US$1,500

Fees are per delegate. South African venues are priced in rand; other locations and online in US dollars. Fees exclude 15% VAT where applicable. Group bookings of three or more delegates from the same organisation qualify for a reduced rate; contact us for a quotation.

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