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Classifying images of trash (glass, metal, paper, plastic) using neural networks. Term project of 'APS360 - Applied Fundamentals of Deep Learning' taken at the University of Toronto. Team members: Matthew Vernooy, Danny Kung, Tiffany Costas.

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AlexNet_lr=0.0001_epochs=120_batch=128
AlexNet_lr=0.0001_epochs=120_batch=128
 
 
AlexNet_lr=0.001_epochs=120_batch=128
AlexNet_lr=0.001_epochs=120_batch=128
 
 
AlexNet_lr=0.001_epochs=200_batch=128
AlexNet_lr=0.001_epochs=200_batch=128
 
 
ModifiedAlexNet_lr=0.0001_epochs=80_batch=128
ModifiedAlexNet_lr=0.0001_epochs=80_batch=128
 
 
ModifiedAlexNet_lr=0.001_epochs=120_batch=128
ModifiedAlexNet_lr=0.001_epochs=120_batch=128
 
 
ModifiedAlexNet_lr=0.001_epochs=80_batch=128
ModifiedAlexNet_lr=0.001_epochs=80_batch=128
 
 
OptimizedCNN128_lr=0.0001_epochs=120_batch=128
OptimizedCNN128_lr=0.0001_epochs=120_batch=128
 
 
OptimizedCNN128_lr=0.001_epochs=120_batch=128
OptimizedCNN128_lr=0.001_epochs=120_batch=128
 
 
.gitignore
.gitignore
 
 
APS360_Project_Data_Processing_and_ANN (1).ipynb
APS360_Project_Data_Processing_and_ANN (1).ipynb
 
 
APS360_Project_Data_Processing_and_ANN (2).ipynb
APS360_Project_Data_Processing_and_ANN (2).ipynb
 
 
APS360_Project_Data_Processing_and_ANN.ipynb
APS360_Project_Data_Processing_and_ANN.ipynb
 
 
APS360_project_v2.ipynb
APS360_project_v2.ipynb
 
 
APS360_project_v3.ipynb
APS360_project_v3.ipynb
 
 
Demo.ipynb
Demo.ipynb
 
 
README.md
README.md
 
 
test_accuracies_of_all_models.png
test_accuracies_of_all_models.png
 
 

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Trash Classification using Deep Learning

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Classifying images of trash (glass, metal, paper, plastic) using neural networks. Term project of 'APS360 - Applied Fundamentals of Deep Learning' taken at the University of Toronto. Team members: Matthew Vernooy, Danny Kung, Tiffany Costas.

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deep-learning cnn pytorch neural-networks image-classification alexnet ann pytorch-cnn trash-classification

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