"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

September 26, 2021

Ongoing reads - Interesting Sections - Applied ML - Vision

From this post onwards will review every section of Applied ML and capture the important reads.

Interesting Read#1 - RepNet: Counting Repetitions in Videos

For each frame, we then use Transformers to predict the period of repetition and the periodicity

  • Repnet can be used to find number of product interactions
  • Measure numbers of counts of physical activity
  • Analyze count echocardiogram videos 

Interesting Read - 2 On-device Supermarket Product Recognition

  • OCR + Text + N-Grams + Jaccard similarity coefficient

Interesting Read #3 - Drone control via gestures using MediaPipe Hands

Interesting Read #4 - Categorizing Listing Photos at Airbnb

  • Dynamically cluster image captions instead of using rule-based heuristics
  • One important note is that we built in production multiple binary-class models for different room types instead of building a multi-class model to cover all room types.

Keep Exploring!!!

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