Reconstructed Slides: Teaching Gemini to Speak YouTube: Adapting LLMs for Video Recommendations to 2B+DAU - Devansh Tandon

Source Video

Teaching Gemini to Speak YouTube: Adapting LLMs for Video Recommendations to 2B+DAU - Devansh Tandon

Method

This deck is reconstructed from the existing video frame captures by detecting likely slide regions with OpenCV, cropping/upscaling those regions, deduplicating similar crops, and OCRing the cropped slide images locally. It is a cleaner companion to the full-stage frame deck.

Reconstructed Slides

• Source frame: slide-001.jpg
• Crop: full [0, 0, 960, 540] score 160.13

• Source frame: slide-002.jpg
• Crop: full [0, 0, 960, 540] score 158.37

• Source frame: slide-003.jpg
• Crop: full [0, 0, 960, 540] score 177.22

• Source frame: slide-004.jpg
• Crop: full [0, 0, 960, 540] score 176.54

• Source frame: slide-005.jpg
• Crop: full [0, 0, 960, 540] score 176.38

• Source frame: slide-006.jpg
• Crop: full [0, 0, 960, 540] score 177.69

Dense Scene-Detected Slide Candidates

• youtube LxQsQ3vZDqo dense slides