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African Antelope: A Case Study of Creating an Image Dataset with FastAI

avanwyk · published 14 April 2019

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https://github.com/avanwyk/fastai-projects/blob/master/antelope-image-classification/african_antelope_classification.ipynb

github.com

https://github.com/avanwyk/fastai-projects/blob/master/antelope-image-classification/antelope_classification.py

github.com

https://github.com/avanwyk/fastai-projects/tree/master/antelope-image-classification

github.com

FastAI Installation and Setup Read at the source ↗

avanwyk.com

https://github.com/hardikvasa/google-images-download

github.com

https://support.google.com/websearch/answer/29508?hl=en

support.google.com

https://docs.fast.ai/vision.data.html

docs.fast.ai

https://arxiv.org/abs/1512.03385

arxiv.org

https://docs.fast.ai/basic_data.html

docs.fast.ai

https://pytorch.org/docs/stable/data.html

pytorch.org

https://docs.fast.ai/vision.transform.html

docs.fast.ai

https://arxiv.org/pdf/1712.04621.pdf

arxiv.org

https://docs.fast.ai/vision.learner.html

docs.fast.ai

https://pytorch.org/docs/stable/torchvision/models.html

pytorch.org

https://docs.fast.ai/basic_train.html

docs.fast.ai

https://arxiv.org/abs/1506.01186

arxiv.org

https://sgugger.github.io/the-1cycle-policy.html

sgugger.github.io

https://docs.fast.ai/widgets.image_cleaner.html

docs.fast.ai

http://openaccess.thecvf.com/content_ICCV_2017/papers/Selvaraju_Grad-CAM_Visual_Explanations_ICCV_2017_paper.pdf

openaccess.thecvf.com

https://en.wikipedia.org/wiki/F1_score

en.wikipedia.org

https://www.kdnuggets.com/2015/11/hardest-parts-data-science.html

kdnuggets.com

https://www.nature.com/articles/sdata201526

nature.com