Career PathwaysAI Foundations Pathway
Career PathwayIntermediate
From Zero to Your First ML Model
AI / ML ENGINEER (STARTER)
CAREER PATHWAY
Understand AI from first principles, build real machine learning models with scikit-learn, and create an ML project portfolio.
✓ 12–16 weeks✓ 2 portfolio projects✓ AI Foundations Certificate✓ RM 299 one-time
Python 3·scikit-learn·Pandas·Matplotlib·Jupyter Notebooks·Python 3·scikit-learn·Pandas·Matplotlib·Jupyter Notebooks·
Skill Roadmap
01
AI Concepts & ML Intuition
Prerequisite for Stage 2
02
Python & Pandas Foundations
Prerequisite for Stage 3
03
Supervised Learning (Classification + Regression)
Prerequisite for Stage 4
04
Model Evaluation & Capstone Project
Capstone stage
Tools You'll Master
Python 3
scikit-learn
Pandas
Matplotlib
Jupyter Notebooks
Portfolio Outcomes
Skills You'll Build
Python
Pandas
scikit-learn
Model Evaluation
Data Prep
ML Concepts
Learning Paths Included
This Career Pathway bundles these structured Learning Paths into one continuous road.
How the Pathway Works
01
Enrol Once
One RM 299 payment. Lifetime access to all modules for this pathway.
02
Learn + Practice
Structured stages with in-browser IDE. AI helper available on every exercise.
03
Ship Projects
2 real projects. Add to GitHub and your CV.
04
Earn the Cert
Verifiable digital certificate. Employers can verify with a unique ID.