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This repository is used to work on my assignments and homeworks in Practical Machine Learning and Deep Learning course at Innopolis University Fall 2021

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PMLDL_Fall21IU

This repository is used to work on my assignments and homeworks in Practical Machine Learning and Deep Learning course at Innopolis University Fall 2021

Assignment 1:

Implement a pipeline for Content-Based Image Retrieval using images embeddings based on InShop dataset, Pytorch was used to complete the assignment: here

arch.png

Recall measurement was used in order to evaluate the model, the recall value was small (recall@10 ~= 0.25) as it was only trained for 50 epoch. In order to get higher recall value, hyperparameters must be fine-tuned and run the training for more epochs.

Results for some matchings after training based on searching for specific queries in the Database

matching1.png matching2.png matching3.png

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This repository is used to work on my assignments and homeworks in Practical Machine Learning and Deep Learning course at Innopolis University Fall 2021

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