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Soroush Pasandideh's Projects

cnn-classification-oxford102 icon cnn-classification-oxford102

This project classifies flower images from the Oxford Flowers dataset using CNNs. It involves training on 80 classes and then fine-tuning on 20 additional classes.

kmeans-image-clustering icon kmeans-image-clustering

This project classifies flower images from the Oxford 102 Dataset using K-means clustering for feature extraction and machine learning for classification. It achieves efficient and accurate classification with optimized feature extraction and reduced feature sets.

knn-image-classification icon knn-image-classification

This project classifies images from the Flower102 dataset using k-means clustering followed by K-Nearest Neighbors (KNN) classification. It optimizes KNN parameters to achieve high accuracy, with the best results obtained using 7 clusters and 5 nearest neighbors.

store-backend-django icon store-backend-django

this is an implementation of the back_end of an online store using Django and Django REST Framework.

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