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The Challenge
An EdTech platform serving 5M students needed to personalize content recommendations. Generic curricula were failing struggling students while boring advanced learners.
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The Solution
Implemented a knowledge tracing model combined with content recommendations that adapts to each student in real-time. System learns from millions of student interactions while respecting COPPA and FERPA privacy requirements.
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The Results
- ✓Student learning velocity increased 34%
- ✓Course completion rates up 28%
- ✓Teacher prep time reduced by 8 hours/week
- ✓Adopted by 12,000+ schools
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Technology Stack
TensorFlowBERTPostgreSQLAWSApache Beam
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