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AI programme documentation on a desk

Programmes · Current Intake, 2025

Three programmes with documented scope, stated prices, and named sources

One short course, one evaluation course for engineers, and one consulting engagement for teams. Descriptions below include what each programme will not cover.

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Methodology · Cogniva

How the programmes are structured

Each programme at Cogniva is designed around a specific audience and a bounded scope. The short course is for non-technical staff who work near AI systems. The evaluation course is for engineers with existing model training experience. The consulting engagement is for organisations, not individuals.

All three programmes share common standards: factual claims are sourced, scope limits are stated in writing before enrolment, and deliverables are documented. The programmes do not overlap in what they cover, and completing one does not make the others redundant — they address different aspects of working with AI systems.

Step 01

Determine which programme fits

Use the comparison table below or send an enquiry describing your role and situation.

Step 02

Confirm intake dates and availability

Short course and evaluation course run in cycles. Consulting engagements are scoped individually.

Step 03

Attend in George Town

All contact sessions are in person at 33 Jalan Sungai Pinang. Remote participation for consulting components by arrangement.

Introduction to AI Systems course session
Programme 01 · Short Course

Introduction to AI Systems

A four-week evening course for people who work near AI systems without building them — product managers, analysts, technical writers. Covers what a model is and is not, how training data shapes behaviour, why outputs vary, what evaluation actually measures, where systems fail quietly, and how published governance frameworks describe deployment practice.

4 weeks, evenings
Max 18 participants
2 contact hours/week
Attendance record issued
  • No coding required; no assessment
  • Sources named for every factual claim
  • Final session: limits of what was taught
  • Will not cover: coding, model training, specific tool walkthroughs

RM 490

all materials included
Enquire About This Course
Governance frameworks referenced: OECD AI Principles (2019, rev. 2024); NIST AI RMF (2023)
Model evaluation laboratory session
Programme 02 · Engineering Course

Model Evaluation and Reliability

A nine-week course for engineers who can already train a model and now need to know whether it works. Covers test set construction, distribution shift, calibration, ablation design, statistical significance for small samples, adversarial and red-team evaluation, documented model limitations, monitoring in production, and incident review practice. Draws on published evaluation literature with citations provided.

9 weeks
Max 10 participants
4 hrs/week + 8 hrs lab
Completion letter issued
  • Participants bring their own model for assessment
  • Assessment: evaluation suite + written report on weaknesses
  • Reproducible lab environments, fixed dependencies per cohort
  • Will not cover: model architecture design, deployment engineering

RM 2,400

laboratory access included
Enquire About This Course
Primary evaluation references: Ribeiro et al. (2020) CheckList; Liang et al. (2022) HELM
Team consulting workshop on AI practice
Programme 03 · B2B Engagement

Organisational AI Practice Consulting

A business-to-business engagement for teams introducing AI systems into existing processes. Includes a discovery workshop, a written review of current development and review practice, a recommended evaluation and monitoring workflow drawn from published frameworks, three training days for engineering and product staff, a documentation template set, and a review at four months. Scope covers engineering practice, process design, and internal capability.

B2B, per team
4-month follow-up
Discovery + 3 training days
Written deliverables throughout
  • Discovery workshop + written review of current practice
  • Documentation template set provided
  • Four-month review memo included in standard scope
  • Does not assess regulatory or legal obligations; those questions go to your own qualified advisers

RM 4,550

standard scope, per engagement
Discuss Your Team's Needs
Workflows drawn from published frameworks; regulatory questions directed to the organisation's own qualified advisers
Decision Guide · Which Programme Fits You

Choosing the right programme

The three programmes do not overlap. Use the table below and the "best for" guidance to identify which one matches your situation. If you are unsure, send an enquiry describing your role.

Feature Intro to AI Systems Model Evaluation Org. Consulting
Best for Non-technical staff ML engineers Teams / organisations
Coding required No Yes No (for participants)
Duration 4 weeks 9 weeks Scoped per team + 4-month review
Assessment None Evaluation suite + report Written deliverables
Price (MYR) RM 490 RM 2,400 RM 4,550
Cohort size Max 18 Max 10 Per team
HRD Corp claimable Yes Yes Yes
Standards · Shared Across All Programmes

Technical and process standards that apply to every programme

Participant data handling

Enrolment data retained for the duration of the programme plus twelve months. Not shared with third parties for commercial purposes.

Source attribution policy

Every factual claim in programme materials carries a published reference with a year. The bibliography is provided at the start, not embedded in slide footers.

Annual material review

Programme content is reviewed before each intake cycle against current published literature. Superseded references are updated with change notes kept internally.

Scope limitation disclosure

Every programme description states what it will not cover. For the consulting engagement, this extends to a written scope document signed before work begins.

Post-programme review

Structured written feedback is collected from participants three weeks after completion and reviewed before the next intake. Findings are used to update content or delivery.

HRD Corp eligible

All three programmes are eligible for Human Resources Development Corporation (HRD Corp) claims for Malaysian-registered employers. Confirm at point of enrolment.

Pricing · Malaysian Ringgit (MYR)

Programme fees

Introduction to AI Systems

Short Course · 4 weeks

RM 490

per participant

  • All course materials included
  • Programme bibliography
  • Attendance record
  • HRD Corp claimable
Enquire
Most detailed programme

Model Evaluation and Reliability

Engineering Course · 9 weeks

RM 2,400

per participant

  • Course materials and bibliography
  • Laboratory access (8 hrs)
  • Assessment: evaluation suite + report
  • Completion letter
  • HRD Corp claimable
Enquire

Organisational AI Practice Consulting

B2B Engagement · Per team

RM 4,550

standard scope

  • Discovery workshop
  • Written review + workflow recommendation
  • 3 training days for staff
  • Documentation template set
  • 4-month review memo
  • HRD Corp claimable
Discuss Scope
Enquiries · Cogniva, George Town

Not sure which programme applies to your situation?

Send a message describing your role, team size, and what you are trying to solve. We will say whether one of the programmes is a reasonable fit and what the process of getting started looks like.

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