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Multi-Class Cancer Classification using Convolutional Neural Networks

Python Notebook to classify Multi-Class Cancer using Convolutional Neural Networks.

Table of Contents

General Information

  • To build a CNN based model which can accurately detect melanoma.
  • Melanoma is a type of cancer that can be deadly if not detected early.
  • It accounts for 75% of skin cancer deaths.
  • A solution that can evaluate images and alert dermatologists about the presence of melanoma has the potential to reduce a lot of manual effort needed in diagnosis.

Conclusions

  • Please refer the Notebook for conclusions.

Technologies Used

  • Augmentor - version 0.2.10
  • Jupyter - version 1.0.0
  • keras - version 2.9.0
  • Numpy - version 1.23.2
  • Matplotlib - version 3.5.3
  • Pandas - version 1.4.3
  • Python - version 3.9.12
  • tensorflow-gpu - version 2.9.1
  • VS Code - version 1.70.1
  • Google Colab

Acknowledgements

  • This project is performed as the part of case study from Upgrad. Thanks to Upgrad & IIIT, Bangalore for providing the required knowledge & support.
  • Some references are also obtained from various internet sources.

Contact

Created by [@vijaypss] - feel free to contact me!

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