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Kamii114/README.md

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About Me

- I'm a recent M.Sc. graduate in Information Technology Engineering with a strong background in Deep Learning and Network Science.

- I’m looking forward to working on new, exciting projects!


🛠️ Libraries


Perfume CoPreference Network

In addition to my personal projects, I collaborate with fellow researchers on a dedicated GitHub account. This repository is part of our collaborative efforts, presenting datasets and methodologies used in our paper "Sentiment-Driven Community Detection in a Network of Perfume Preferences."

We apply sentiment analysis and community detection techniques to analyze perfume preferences based on positive user reviews, uncovering shared consumer preferences in the fragrance industry.

🔗 Check out the repository for more details.


📂 Featured Repository: MCNN-14: Fashion Image Classification

MCNN-14 Architecture

This repository contains the implementation of MCNN-14, a Multiple Convolutional Neural Network model proposed in our paper:

Saed et al. “An Efficient Multiple Convolutional Neural Network Model (MCNN-14) for Fashion Image Classification.”. ICWR2024

We propose a novel MCNN architecture that balances high classification accuracy with computational efficiency for fashion image classification.

✨ Key Contribution: Achieved 93.08% accuracy on the Fashion-MNIST dataset, surpassing previous benchmarks.

🔗 Check out the repository for more details.

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  1. Kalashi-Saed-Collaborations/SentimentDrivenCommunityDetection Kalashi-Saed-Collaborations/SentimentDrivenCommunityDetection Public

    This repository contains datasets from our paper, Sentiment-Driven Community Detection in a Network of Perfume Preferences, analyzing perfume preferences based on positive user reviews from Atrafsh…

    3

  2. Fashion-Image-Generation-with-GANs Fashion-Image-Generation-with-GANs Public

    This project implements a Generative Adversarial Network (GAN) to generate fashion images from a Polyvore dataset. It explores GANs' ability to create realistic images for fashion recommendations, …

    Jupyter Notebook 1

  3. Irandoc-Coword Irandoc-Coword Public

    This repository analyzes academic theses related to Dr. Babak Teimourpour using IranDoc data. It includes keyword extraction, co-word network construction, and community detection, applying techniq…

    Jupyter Notebook 1

  4. Kalashi-Saed-Collaborations/MCNN-14-Fashion-Image-Classification Kalashi-Saed-Collaborations/MCNN-14-Fashion-Image-Classification Public

    Implementation of the MCNN-14 model for fashion image classification, achieving 93.08% accuracy on Fashion-MNIST. Based on our paper “An Efficient Multiple Convolutional Neural Network Model (MCNN-…

    Jupyter Notebook

  5. Analysis-of-Information-Networks Analysis-of-Information-Networks Public

    The "Analysis of Information Networks" repository contains six exercises that explore key concepts in network analysis. From random network generation to link prediction and recommender systems, ea…

    Python

  6. Fashion-Recommender-System-using-Transfer-Learning Fashion-Recommender-System-using-Transfer-Learning Public

    This repository contains a fashion recommender system using transfer learning. Based on the "Image Based Recommender System using Transfer Learning" paper, the system uses VGG16 and cosine similari…

    Jupyter Notebook