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skfaysal/Visualize-inner-conv-layer-GradCAM

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Hi 👋, I'm Sheikh Md. Faysal

Machine Learning Engineer

skfaysal

Connect with me:

md faysal faysal md faysal

Languages and Tools:

docker flask git linux python scikit_learn tensorflow

Project Title

Deep Learning model's inner layer visualization using GradCAM

Project Overview

After training any Machine Learning or Deep Learning model, its important to validate or check where the model is looking for making it's decision. Here for classifyuing Diabetic Retinopathy we needed to highlight the ROI like Blood lickage,Fat,Hemorrhages,Macula,Myctoaneurysms etc.\

Run Locally

Clone the project

  git clone https://github.com/skfaysal/Visualize-inner-conv-layer-GradCAM.git

Go to the project directory

  cd Visualize-inner-conv-layer-GradCAM

Create virtual environment using environement.yml

  conda env create -f environment.yml

Activate environment

  conda activate heat_map

For Running the visualizer

 python3 gradcam.py

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