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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
Model Interpretability and Explainability
Duration
3 Days
Delivery
In-house, public or online
From
R13,000 per delegate
Certificate
On completion
Course overview
A model that cannot be explained cannot be defended to a regulator, a customer or a court. This course covers making model decisions understandable without pretending to more certainty than the method allows.
What you will be able to do
- Explain why interpretability matters legally and commercially
- Distinguish inherently interpretable models from opaque ones
- Apply explanation techniques to individual decisions
- Assess global model behaviour and feature influence
- Recognise where explanations mislead
- Communicate a model decision to a non technical audience
Who should attend
- Data scientists and analysts
- Risk and compliance professionals
- Model validation and audit staff
- Managers accountable for automated decisions
Course outline
01
Why an unexplainable model is a liability
02
Inherently interpretable models and what they cost in accuracy
03
Local explanations for individual decisions
04
Global behaviour, feature importance and interactions
05
Where explanation techniques mislead or oversimplify
06
Regulatory expectations for automated decisions
07
Explaining a decision to a customer or an adjudicator
Upcoming public sessions
| Dates | Venue | Duration | Fee per delegate |
|---|---|---|---|
| 26 to 28 Oct 2026 | Durban | 3 Days | R13,000 |
| 9 to 11 Nov 2026 | Cape Town | 3 Days | R13,000 |
| 24 to 26 Nov 2026 | Johannesburg | 3 Days | R13,000 |
| 11 to 13 Jan 2027 | London | 3 Days | US$1,500 |
| 25 to 27 Jan 2027 | Dubai | 3 Days | US$1,500 |
| 12 to 14 Apr 2027 | Pretoria | 3 Days | R13,000 |
| 14 to 16 Jun 2027 | Durban | 3 Days | R13,000 |
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