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This repository contains project COVID-19 Detection from Speech. There are 4 coding files with 4 different strategies.

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manthan89-py/COVID-19-Detection-From-Speech-Using-Deep-Learning

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Dataset Information 💫:

  • Coswara Meaning : The word Coswara is an amalgamation of Co (from corona) and Swara (sound in sanskrit).
  • Github Link : Project: Coswara
  • Official Website : Link

IPYNB Files Information 🚀:

  1. COVID 19 Detection from Speech ( Simple Feature Extraction ).ipynb
  2. COVID 19 Detection from Speech ( MFCC Feature Extraction ).ipynb
  3. COVID 19 Detection from Speech ( Simple Feature + MFCC ).ipynb
  4. COVID 19 Detection from Speech ( Exract MFCCs Features ).ipynb

Other Files Information ✅:

  • cs_le.npy : Covid Status Label Encoder
  • data.csv : Simple Feature Extracted CSV File
  • features_data.npy : Final Numpy Array Of Simple Feature Extraction Data
  • file_le.npy : File Name Label Encoder
  • fully_featured_data.npy : Simple + MFCCs Featured Extracted Numpy Array
  • mfcc_and_features.csv : Simple + MFCCs Features in CSV File
  • mfcc_data.npy : Final Numpy Array of MFCCs Feature Extracted Data
  • model_1_70.h5 : Simple Feature Extraction Model ( 70% Accuracy )
  • model_2_71_mfcc.h5 : MFCCs Features Extraction Model ( 71% Accuracy )
  • model_3_68_mfcc_with_other_features.h5 : Simple + MFCCs Feature Extraction Model ( 68% Accuracy )
  • model_4_6_Extract_MFCCs_features.h5 : Extract MFCCs Features ( 73% Accuracy )

Documentation 🎯:

Final Note 📔:

  • Bug fixing, Code error or Anything Raise issue🤚. If it any have.
  • Happy to hear your sugesstions🤝 about this project.
  • Feel Free to Give ⭐ to this Repository.
  • Thank you very much for visiting ❤️.
  • Stay Safe✌️ and Stay Healthy✌️.

For More Documentation 🗽:

  • Read full Blog about this project here

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This repository contains project COVID-19 Detection from Speech. There are 4 coding files with 4 different strategies.

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