https://github.com/prekshivyas/cis-5190-applied-ml

Custom deep learning architectures for Sentiment Analysis and Image Classfication
https://github.com/prekshivyas/cis-5190-applied-ml

cnn-pytorch glove-embeddings lstm-neural-networks

Last synced: 6 days ago
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Custom deep learning architectures for Sentiment Analysis and Image Classfication

• Host: GitHub
• URL: https://github.com/prekshivyas/cis-5190-applied-ml
• Owner: prekshivyas
• Created: 2023-12-21T02:18:24.000Z (11 months ago)
• Default Branch: main
• Last Pushed: 2024-04-30T09:48:10.000Z (7 months ago)
• Last Synced: 2024-04-30T11:15:44.909Z (7 months ago)
• Topics: cnn-pytorch, glove-embeddings, lstm-neural-networks
• Language: Jupyter Notebook
• Homepage:
• Size: 18.2 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
This repository contains:

• A custom deep learning architecture for Sentiment Analysis on IMDB Movie reviews, leveraging LSTM layers with GloVe embeddings for textual data.

• A custom CNN architecture with advanced preprocessing techniques, including normalization, Gaussian blur, and dataset shifts via augmentation (rotation, cropping, brightness) for image classfication

• Benchmarking has also been done for the the traditional ML models like Softmax Regression, Adaboost, XGBoost and Random Forest.