Kernel Atlas
An open reference atlas on a desk beside a laptop — the workspace of a methodical learner

Kuala Lumpur · Online Cohort School

Build Your Foundation in AI Engineering — Week by Week

Structured cohort courses in Python for AI and applied AI Engineering. Practical notebooks, live discussions, and a pace that works around a working schedule.

Small-cohort format
Completion record provided

Programme Catalogue

Three Courses, One Clear Path

From a first Python notebook to a year-long cohort with a capstone project — each programme builds on what came before.

Python programming and notebooks for AI engineering

8 weeks · RM 480

Python for AI Foundations

A weekly course combining recorded lectures, live discussion sessions, and practice notebooks covering Python as it is used in AI engineering — packages, numerical libraries, and the small habits that make working with data easier over time.

  • Suitable for learners with limited prior programming background
  • Practical notebooks each week
  • Completion record for submitted notebooks
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Model training and AI engineering intermediate track

10 weeks · RM 1,460

AI Engineering Intermediate Track

Model training, evaluation, deployment patterns, and monitoring practices. Weekly live sessions with self-paced practice and a small applied project. Participants are expected to have completed a foundations course or have equivalent self-study.

  • Live weekly sessions with practitioners
  • Applied project as final deliverable
  • Builds on Python for AI Foundations
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Year-long cohort programme for AI Engineering with mentor support

12 months · RM 2,920

Cohort-Based Yearlong Programme

Study with a small group across twelve months. Monthly live cohort sessions, paired courses throughout the year, two in-person meetings, and a final capstone project. Each participant is paired with a senior mentor for ongoing study support.

  • Small cohort, paired mentor support
  • Two in-person sessions during the year
  • Capstone project at programme end
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Why Kernel Atlas

What Makes the Difference

Each programme is designed around a working person's schedule — with structure that holds, not just material to wade through.

Incremental Curriculum

Each week's material is sized to fit alongside a full working week. Nothing is front-loaded to create overwhelm at the start.

Live Discussion Sessions

Beyond recorded lectures, every course includes scheduled live sessions where questions are addressed in real time with peers and facilitators.

Curated Reading Lists

Recommended readings for each topic are selected editorially — no generic link dumps, just sources that are actually worth the time.

Senior Mentor Pairing

Yearlong cohort participants are paired with a senior mentor throughout the programme — someone to discuss progress and navigate study challenges with.

Practice-First Notebooks

Each week includes a practice notebook — not a quiz or MCQ, but actual code to write and run in context of the week's material.

Small Cohort Format

Cohorts are kept small deliberately. A smaller group means more space for real discussion — not webinar-scale passive listening.

Ready to Start?

Pick Your Starting Point and Begin Building

Whether you are new to Python or already working in data and want to move into model deployment — there is a course mapped to where you are now.

Or write to us at [email protected]

Frequently Asked

Common Questions

Who are these courses suited for?
The Python for AI Foundations course is designed for learners who have little or no prior programming experience — the pace is moderate and each week builds on the last. The Intermediate Track is for people who have already worked through a foundations course (or equivalent self-study) and want to move into model training and deployment topics. The Yearlong Programme suits learners who want to study steadily across a full year with the support of a cohort and a mentor.
How much time does each course require per week?
The foundations and intermediate courses are designed for roughly five to eight hours per week — including the recorded lecture, the live session, and the practice notebook. The Yearlong Programme is paced across months and is structured so that study fits around a full-time working schedule. Monthly live sessions and mentor check-ins keep the programme moving without requiring daily commitment.
Are the live sessions recorded?
Yes — live discussion sessions are recorded and available to participants who cannot attend in real time. We do recommend attending live where possible, as the discussion format works better with active participants rather than passive viewing after the fact.
What is the pricing and how do I pay?
Python for AI Foundations is priced at RM 480. The AI Engineering Intermediate Track is RM 1,460. The Cohort-Based Yearlong Programme is RM 2,920. Payment details and instalment options for the longer programme are shared at the time of enrolment. Send us an enquiry through the contact form or call the office directly and we will walk you through the process.
Will I receive a certificate or credential?
Participants who submit the weekly practice notebooks receive a course completion record. This is an educational record of participation and submitted work — not a regulated professional credential. The Yearlong Programme completion also includes acknowledgement of the capstone project submission. Please read the programme descriptions carefully before enrolling.
How is my personal information handled?
Kernel Atlas collects only the information needed to process enrolments and communicate course updates. We do not share personal data with third parties for marketing purposes. Full details are in our Privacy Policy.

Find Us

Our Location

Lot 6, Jalan Tun Razak, 50400 Kuala Lumpur

Contact & Enquiries

Send Us a Message

Get in Touch

Questions about a programme, admissions, or the curriculum — write to us or call during office hours.

Address

Lot 6, Jalan Tun Razak
50400 Kuala Lumpur, Malaysia

Office Hours

Monday – Friday: 9:00 AM – 6:00 PM
Saturday: 10:00 AM – 2:00 PM
Sunday: Closed

Programme Enquiry

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