What this course covers
The end-to-end machine learning workflow with hands-on model building. Deliberately heavy on evaluation and failure modes, because that is where organisations lose money.
Who it is for
- Analysts
- Developers
- Technical product managers and data-adjacent professionals who need real understanding of how ML models are built and evaluated
What you will cover
1. The ML landscape
Supervised, unsupervised and where each applies.
2. Framing a business problem as an ML problem, and knowing when not to
3. Feature engineering and data preparation
4. Building and training core models
Regression, classification, clustering.
5. Evaluation done properly
The right metric, train-test discipline, avoiding overfitting.
6. Model interpretation, fairness testing and explaining a model to a business stakeholder
7. From notebook to production
What actually has to happen next.
How it runs
1 day / 7 hours, delivered live by the founder, on site at your premises anywhere in Malaysia or online for distributed teams. Content is tailored to your tools, your processes and the work your people already do.
HRD Corp claimable for eligible Malaysian employers.
Frequently asked
How much does Machine Learning Foundations cost in Malaysia?
This programme runs as a private, in-house cohort for your team, priced per engagement rather than per seat. Tell us the group size and format and we will send a quotation.
Is this course HRD Corp claimable?
Yes. Agile Visa Sdn Bhd is an HRD Corp Registered Training Provider, so this programme is HRD Corp claimable for eligible Malaysian employers, subject to your levy balance and HRD Corp approval of the grant application.
Who is this course for?
Analysts. Developers. Technical product managers and data-adjacent professionals who need real understanding of how ML models are built and evaluated.
How long is Machine Learning Foundations?
1 day / 7 hours, delivered live and instructor-led, on site at your premises or online.
Who delivers the training?
Prashant Shinde, founder of Agile Visa, an ICAgile accredited trainer and HRD Corp Accredited Trainer with 20+ years of delivery and 75,000+ professionals trained across 140+ countries.
Bring Machine Learning Foundations to your team
Private cohorts for your organisation, tailored to your sector. Tell us the group size and we will send a quotation.
Request a quoteLast reviewed 2026-08-24 by Prashant Shinde, Founder and Lead Trainer.