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Self-Supervised Learning with Contrastive and Reconstruction Losses

Implementation of a self-supervised learning model trained with contrastive and reconstruction losses on the CIFAR-10 dataset.

This repository contains the code for a self-supervised learning model trained with contrastive and reconstruction losses. The model is implemented using the CIFAR-10 dataset and an encoder-decoder architecture.

Project Overview

  • Objective: Implement a self-supervised learning approach using contrastive and reconstruction losses.
  • Data: CIFAR-10 dataset
  • Model Architecture: Encoder-decoder with contrastive and reconstruction losses
  • Training Procedure: Simultaneous training with pairs of images
  • Evaluation: Analysis of learned representations and effectiveness of contrastive and reconstruction losses
  • Future Steps: Further experiments, application of learned representations for downstream tasks

Files Included

  • selfsupervised_contrastive_reconstruction.ipynb: Jupyter Notebook containing the project code
  • README.md: This file providing an overview of the project

How to Use

  1. Clone the repository:
git clone https://github.com/chibbss/self-supervised-learning-contrastive-reconstruction.git

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