CTOs, CIOs, IT managers, solution architects and analysts moving into data science.
Machine Learning 101 with Python
- 2 days
- HRDC claimable
- Intermediate
In short
What is the Machine Learning 101 with Python program?
A two-day technical foundation in supervised and unsupervised learning. Progress from theory to hands-on Python with Scikit-Learn and Pandas, on industry-specific datasets.
Your team leaves able to run the full ML lifecycle in Python, from data to evaluated model, using regression, trees, and clustering on your own industry datasets.
We have built machine-learning systems that hold up in production, including demand-forecasting models that sharpened inventory decisions for a Malaysian manufacturer. See a case study.
What your team will be able to do
- Run the ML lifecycle from data ingestion to model evaluation.
- Implement linear and logistic regression for forecasting and classification.
- Use decision trees and ensembles, including random forests.
- Segment data with K-Means clustering.
- Evaluate beyond accuracy with precision, recall and bias-variance.
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Who runs it
This program is run by industry practitioners who have shipped AI inside regulated enterprises across banking, government, manufacturing, and telco. It is led by Peter Kua, our AI and data science lead, a core contributor to Malaysia’s National Big Data Analytics Framework under MDEC and co-author of Malaysia’s AI Adoption Blueprints in 2019 and 2020. You are learning from people who have built this in production, not read about it. Peter’s commentary on AI adoption and workforce capability has appeared in The Star, theSun, Singapore Business Review, e27, and DagangNews, and on RTM Berita’s Tech Today.
A rigorous, hands-on entry into ML, built on your own industry datasets rather than toy examples.
Common questions
Is this program HRDC claimable?
Yes. It is claimable through HRD Corp under SBL and SBL-Khas. GrowthPro Asia is an HRDC-registered provider, and we handle the claim paperwork so it stays audit-ready. For most registered employers the levy covers most or all of the cost.
Is this hands-on or theory?
Hands-on. These are build-along programs: your team works in real tools on real datasets and leaves with working code and a project it can reuse, not a slide deck. We introduce concepts only to support what you build.
What do we need to know before we start?
It depends on the level. Beginner programs start from fundamentals and assume no prior coding. Intermediate and advanced ones assume working Python or data experience. Each program states its level, and we help you place your team correctly.
Is it delivered in-house or as a scheduled cohort?
Both. Most teams run it in-house over two days on their own stack and data, which is where the skills stick. A scheduled cohort is available when you want a smaller group to learn alongside peers from other organisations.
How is the cost set?
We do not publish a fixed price. Cost depends on in-house versus scheduled delivery, group size, and how far we customise to your stack and data. It is HRD Corp claimable, so for most registered employers the levy covers most or all of it. Tell us your group size and format for an indicative quote.
Is this hands-on machine learning?
Yes. Your team builds models in Python with Scikit-Learn and Pandas on real industry datasets, running the full lifecycle from ingestion to evaluation. We cover the theory only enough to use each method well and to read its results honestly.
What ML methods does it cover?
Supervised and unsupervised foundations: linear and logistic regression for forecasting and classification, decision trees and ensembles including random forests, and K-Means clustering, with evaluation that goes beyond accuracy into precision, recall, and the bias-variance trade-off.
What it costs
We do not publish a fixed price, because the program is built around your team and stack. Three things set the cost: whether you run it in-house on your own tools and data or join a scheduled cohort, the size of the group, and how far we customise to your environment. It is HRD Corp claimable under SBL and SBL-Khas, so for most registered employers the levy covers most or all of it. Tell us your group size and format, and we will send an indicative quote and exactly what is included.
Book the Free AI Strategic BriefingRelated
- AI Capstone, the pilot a roadmap leads into.
- HRDC-claimable AI training, how the claim works.
- AI consulting, strategy, governance and pilots.
- Advanced GenAI Systems: RAG, Fine-Tuning and Internal Copilots, a related program in AI Engineering & Systems Intelligence.
- Agentic AI for Workflow Autonomy, a related program in AI Engineering & Systems Intelligence.
Turn AI strategy into a working pilot, and prove the ROI.
Start with the free 3-hour AI Strategic Briefing. See agentic AI run real workflows, and leave with an automation roadmap, a prompt library, and a pilot playbook.