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EasyUphill
CORPORATE DEVELOPMENT
+27 81 041 7673
training@eubiz.co.za
68 Sunstone Street, Germiston, 1401
eubiz.co.za
training@eubiz.co.za
68 Sunstone Street, Germiston, 1401
eubiz.co.za
Artificial Intelligence & Emerging Technology
Deploying and Operating Machine Learning Models
Duration
5 Days
Delivery
In-house, public or online
From
R18,000 per delegate
Certificate
On completion
Course overview
A model that works in a notebook is not yet a working system. This course covers what it takes to run a model in production: packaging, serving, monitoring for drift and retraining without breaking what depends on it.
What you will be able to do
- Package a model so it can be deployed repeatably
- Choose a serving pattern suited to the use case
- Version models, data and code together
- Monitor a live model for drift and degradation
- Retrain and roll out safely without breaking consumers
- Establish the governance a production model requires
Who should attend
- Data scientists moving models into production
- Machine learning and data engineers
- DevOps and platform engineers
- Technical leads owning model based systems
Course outline
01
Why models fail after they leave the notebook
02
Packaging, dependencies and reproducible environments
03
Serving patterns: batch, real time and embedded
04
Versioning models, data and code together
05
Monitoring for drift, degradation and data quality breaks
06
Retraining, shadow deployment and safe rollout
07
Governance, audit and accountability for a live model
Upcoming public sessions
| Dates | Venue | Duration | Fee per delegate |
|---|---|---|---|
| 26 to 30 Oct 2026 | Johannesburg | 5 Days | R18,000 |
| 9 to 13 Nov 2026 | London | 5 Days | US$1,800 |
| 30 Nov to 4 Dec 2026 | Dubai | 5 Days | US$1,800 |
| 11 to 15 Jan 2027 | Pretoria | 5 Days | R18,000 |
| 25 to 29 Jan 2027 | Durban | 5 Days | R18,000 |
| 5 to 9 Apr 2027 | Cape Town | 5 Days | R18,000 |
| 7 to 11 Jun 2027 | Johannesburg | 5 Days | R18,000 |
Fees exclude VAT. This course can also be delivered in-house at your premises on dates that suit your team, or live online.
To book or ask for an in-house quote
Reply to the email this brochure came with, call +27 81 041 7673, or visit eubiz.co.za and open this course.
EasyUphill Training & ConsultingTailored training that moves teams forward.
+27 81 041 7673 · training@eubiz.co.za
68 Sunstone Street, Germiston, 1401 · eubiz.co.za
68 Sunstone Street, Germiston, 1401 · eubiz.co.za