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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.

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Register for this course

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

DatesVenueDaysFeeCalendarRegister
14 to 16 Oct 2026Johannesburg3R13,000Register
19 to 21 Oct 2026Cape Town3R13,000Register
20 to 22 Oct 2026Durban3R13,000Register
21 to 23 Oct 2026Pretoria3R13,000Register
26 to 28 Oct 2026Windhoek3US$1,500Register
27 to 29 Oct 2026Gaborone3US$1,500Register
28 to 30 Oct 2026Maseru3US$1,500Register
2 to 4 Nov 2026Mbabane3US$1,500Register
3 to 5 Nov 2026Lusaka3US$1,500Register
4 to 6 Nov 2026Harare3US$1,500Register
9 to 11 Nov 2026Lilongwe3US$1,500Register
10 to 12 Nov 2026Blantyre3US$1,500Register
11 to 13 Nov 2026Mozambique3US$1,500Register
16 to 18 Nov 2026Nairobi3US$1,500Register
17 to 19 Nov 2026Dar es Salaam3US$1,500Register
18 to 20 Nov 2026Kigali3US$1,500Register
23 to 25 Nov 2026Kampala3US$1,500Register
24 to 26 Nov 2026Accra3US$1,500Register
25 to 27 Nov 2026Lagos3US$1,500Register
30 Nov to 2 Dec 2026Cairo3US$1,500Register
1 to 3 Dec 2026Mauritius3US$1,500Register
2 to 4 Dec 2026Dubai3US$1,500Register
7 to 9 Dec 2026Online3US$900Register

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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