What you get that most AI courses do not offer
Practical feedback, real projects, transparent pricing, and a team that takes learning pace seriously. Here is how that looks in practice.
Back to HomeSix things that shape the experience here
Human mentor feedback
Every piece of submitted work is reviewed by an experienced practitioner. Feedback is written, specific, and tied to your actual code — not a generic rubric response.
Portfolio ownership
Each programme concludes with a project you designed and built. It is yours to use, share, and present — not a template submission that looks identical to everyone else's.
Clear progression path
The three programmes form a coherent path from foundations to production systems. You can start at the right level and move forward when you are ready — not on a fixed timeline.
Full transparency before enrolment
The scope, schedule, and deliverables for every programme are shared in full before payment. There is nothing hidden mid-way through.
Accessible pricing in Thai Baht
Prices are set with the Thai and regional market in mind — from ฿2,600 to ฿8,500 depending on the programme. No subscription model, no hidden add-ons.
Ethics built in, not bolted on
Responsible AI practices are covered as core content in the advanced programme. Understanding what your systems do — and to whom — is part of the technical training.
Practitioners teaching, not only lecturing
The Witthaya Code team has worked on data and ML projects in production environments across Thailand. The programmes are built from that experience — covering the parts of the work that turn out to matter most in practice, not just the parts that are easiest to teach.
- Curriculum built from production experience, not textbooks alone
- Mentors who have deployed real systems and can explain the tradeoffs
- Coverage of common real-world problems, not just clean benchmark datasets
# what mentor feedback looks like
"Your feature selection approach works, but consider whether correlation with target alone is enough here — the two features you dropped share variance that might matter on new data. Try running with them included and compare validation scores."
— Example code review comment, ML programme
Tools covered in each programme
Current tools, explained from the ground up
Programmes use the tools that are actually in use at companies hiring for AI roles today. Each one is introduced in context — not as an abstract concept, but in relation to the project you are working on at the time.
- Materials updated at the start of each intake
- Tools introduced when they are relevant, not all at once
- Focus on understanding, not just syntax familiarity
Support that is reachable and responsive
Questions get answered within one working day. If something is blocking your progress, you are not left searching a forum. Mentors know where you are in the programme and can give context-specific answers.
- One working day response commitment
- Optional live Q&A sessions for real-time discussion
- Support scales through the advanced programme with ongoing mentorship
Programme pricing
All fees in Thai Baht. Payment details discussed at enquiry stage.
Pricing that reflects the regional context
Programme fees are set with the Thai market in mind. There is no subscription model, no recurring charge, and no modules that cost extra. The price you see is the price for the full programme including all mentor sessions and project review.
- One-time fee, all content and feedback included
- Instalment options available — ask at enquiry stage
- Nothing charged until you have reviewed the full outline
Outcomes measured in work produced, not hours logged
Progress through each programme is tied to deliverables — a working script, a trained and evaluated model, a deployed endpoint. These are things you can show and explain, not completion percentages.
- Portfolio project included in every programme
- Career support built into the advanced programme
- Skills framed around what employers actually ask for
3
Structured programmes
4+
Years running programmes
1 day
Mentor response time
100%
Include a portfolio project
How this approach compares
A straightforward look at how Witthaya Code differs from the more common ways people learn AI development.
| Feature | Typical online courses | Witthaya Code |
|---|---|---|
| Feedback on your work | Auto-graded quizzes only | Written mentor review on each submission |
| Portfolio project | Often template-based or optional | Included, original, yours to keep |
| Transparency on scope | Often unclear until enrolled | Full outline shared before payment |
| Pacing | Self-paced with no support structure | Structured with flexible check-ins |
| Responsible AI coverage | Rarely covered in depth | Core topic in advanced programme |
| Pricing model | Monthly subscription or upsells | One-time fee, all-inclusive |
Distinctive aspects of the Witthaya Code approach
Project-first curriculum design
Each programme is built around the final project, working backwards to the skills needed. Concepts are introduced because they are useful, not because they appear in a standard syllabus order.
Southeast Asia perspective
The team is based in Chiang Mai and understands the professional landscape for developers and data practitioners across the region. Examples and context reflect this.
Small cohort model
Groups are kept small enough that mentor support remains personal. You are not one of thousands — your questions get specific answers, not copy-paste replies.
No-pressure enquiry process
The enquiry conversation is genuinely two-way. If a programme is not the right fit for where you are, we say so and suggest what might make more sense first.
A few markers along the way
2021
Year founded in Chiang Mai
280+
Learners across all programmes
4.7
Average learner satisfaction (out of 5)
12+
Countries represented in cohorts
Ready to look at the programmes in more detail?
Browse the Solutions page for full programme outlines, or send us a message to talk through which one suits your background.