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diploma-ml's Introduction

Diploma project for Bachelor's Degree in ITMO University

main idea: prediction user's like/dislike for dresses

main points of project:

  1. Use marks from real people (like/dislike) with my small web app
  2. 103 dresses, 109 girls in dataset
  3. vgg16, resnet50, xception nets modified in my experiments
  4. used transfer learning and idea of collaboration filtering for good quality for recommendation
  5. used fine-tuning for transfer learning
  6. YOLOv3 alg for crop a person on photo
  7. results here (lang RU)

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