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As an NTU student passionate about Data Science and AI, I built this platform to explore how machine learning can create more effective and equitable learning tools. Let's work together to empower the next generation of professionals.
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Our mission is to provide high-quality, accessible, and effective learning tools. We understand that trainers and educators are on the front lines, often identifying learners who have the potential to succeed but may lack the right tools to get there.
That's why we've created our Partnership Programs.
Sponsored Access
Request custom discount codes or fully sponsored access for learners you identify as needing extra support.
Pilot Programs
Run a free, full-featured trial for an entire cohort of trainees or employees to evaluate our platform's effectiveness.
Bespoke Enterprise Plans
We can work with you to create a custom plan that fits the specific needs of your training institute or corporation.
If you are a trainer, corporate L&D manager, or represent a professional certification body, we want to hear from you. Together, we can build a supportive ecosystem that helps every learner achieve their potential.
Democratizing Educational Intelligence
An NTU Research Pilot for Multilingual, Adaptive Learning
Presenter: Gwendalynn Lim Wan Ting (NTU Data Science & AI)
[1]The Research Question
Can AI Bridge the "Language-Logic" Gap?
The Context:
Many learners struggle not because they lack intelligence, but because the language of an exam creates Cognitive Friction.
The Goal:
To test if a Multilingual, Adaptive AI System can reduce failure rates in high-stakes exams by diagnosing logic gaps, not just marking answers wrong.
[2]The Technology
Semantic Bridging:
Our app allows students to toggle languages instantly, ensuring concept comprehension even if they struggle with vocabulary.
Accessibility:
A mobile-first design that works on the devices learners already own. No expensive hardware required.
[3]The "Empirical Learning" Engine
Moving Beyond Pass/Fail.
The Innovation:
Our system is designed to track Learning Patterns: hesitation time, translation use, and backtracking, offering deeper insights than a simple score.
The Value for Institutions:
We provide anonymized Learning Insights that help educators identify where a cohort is struggling (e.g., "70% of learners failed Question 4 due to specific phrasing").
[4]The Pilot Proposal (Zero Risk)
The Offer:
Free, full-featured access to our platform for a select cohort of your learners or employees.
Our Request:
Permission to use the anonymized, aggregated usage data for an NTU-affiliated Machine Learning Research Project.
The Outcome:
Your institution gets a cutting-edge tool for free; we get the data to prove a revolutionary learning model. A true win-win.
If you're a trainer who builds your own tools, we speak the same language. Let's talk.
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