Singapore
All work05 / 07

Auction recommendations

Context
Final year project
Year
2025
Type
Applied ML
Links
Concept workflow

Overview

User-based collaborative filtering with KNN and cosine similarity, plus CNN image analysis and LightGBM price prediction to suggest listing prices from product images and details.

What I built

  1. 01

    User-based collaborative filtering with KNN and cosine similarity recommends from similar users’ preferences.

  2. 02

    CNN image analysis and LightGBM price prediction suggest a listing price from an uploaded photo and product details.

Stack

  • KNN
  • Cosine similarity
  • CNN
  • LightGBM
Next projectAhoy ClubYacht charter website · Freelance · Australia
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