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# Artificial Neural Networks and Deep Learning
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## Kaggle Competitions about classification, segmentation and visual query answering
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In this repository you can find the jupyter notebooks used to take part at the competitions created for the Artifical Neural Networks and Deep Learning exam at Politecnico di Milano.
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***
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## Competition 1 - Image classification [[kaggle link](https://www.kaggle.com/c/ann-and-dl-image-classification))
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## Competition 1 - Image classification [[kaggle link](https://www.kaggle.com/c/ann-and-dl-image-classification)]
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Image classification of 20 different classes (e.g. owls, wine-bottles, airplanes, calculators...).
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Evaluation trhough MultiClass Accuracy.
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1554 images in total of different dimensions for training. 500 for testing.
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## Competition 2 - Semantic Segmentation [[kaggle link](https://www.kaggle.com/c/ann-and-dl-image-segmentation))
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## Competition 2 - Semantic Segmentation [[kaggle link](https://www.kaggle.com/c/ann-and-dl-image-segmentation)]
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Semantic Binary Segmentation of satellite building images.
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Evalutation through Intersection over Union (IoU).
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7647 256x256 images for training. 1234 for testing.
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## Competition 3 - Visual Query Answering [[kaggle link](https://www.kaggle.com/c/ann-and-dl-vqa))
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## Competition 3 - Visual Query Answering [[kaggle link](https://www.kaggle.com/c/ann-and-dl-vqa)]
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