All projects
May 2025
StudySlice AI — Lecture-to-Study-Clip Intelligence System
MLOpsSystem DesignGenAIEdTechAWS
- Turns long recorded lectures into short, high-value study clips — using AWS Bedrock to identify which parts of a lecture actually matter, and CLIP to match visual content to concepts.
- AWS Transcribe converts lecture audio to text, while AWS Bedrock analyzes transcript segments to flag high-value concept explanations versus filler content.
- CLIP-based visual-content matching pairs identified concept segments with the right video frames; FastAPI backend orchestrates the full pipeline end-to-end.
- Lecture videos stored in blob format on S3, with a system-design-first architecture separating ingestion, analysis, and clip-generation stages for scalability.
PythonFastAPICLIPAWS BedrockAWS TranscribeAWS S3Next.jsTypeScript