Kaggle Solutions

Sample notebooks for Kaggle competitions.

1. Data Science Bowl 2018

Check out the corresponding medium blog post https://towardsdatascience.com/nucleus-segmentation-using-u-net-eceb14a9ced4.

2. Airbus ship detection challenge

Check out the corresponding medium blog post https://towardsdatascience.com/deep-learning-for-ship-detection-and-segmentation-71d223aca649.

3. Statoil/C-CORE Iceberg Classifier Challenge

Check out the corresponding medium blog post https://towardsdatascience.com/deep-learning-for-iceberg-detection-in-satellite-images-c667acf4bad0.

4. Chest X-Ray Images (Pneumonia)

Check out the corresponding medium blog post https://towardsdatascience.com/deep-learning-for-detecting-pneumonia-from-x-ray-images-fc9a3d9fdba8.

5. Mall Customer Segmentation Data

Check out the corresponding medium blog post https://towardsdatascience.com/customer-segmentation-using-k-means-clustering-d33964f238c3.

6. Graduate Admission

Check out the corresponding medium blog post https://towardsdatascience.com/graduate-admission-prediction-using-machine-learning-8e09ba1af359.

References

1. https://arxiv.org/abs/1901.10170

2. https://github.com/VolkerH/unet-nuclei

3. https://arxiv.org/pdf/1806.04331

4. http://elib.dlr.de/82654/1/isprsarchives-XL-1-W1-233-2013.pdf

5. https://www.sciencedirect.com/science/article/pii/S0034425716304527

6. http://earth.esa.int/seasar2008/participants/36/pres_36_alexandrov.pdf

7. https://arxiv.org/pdf/1711.05225

8. https://www.hindawi.com/journals/jhe/2019/4180949/

Citing

If you find this code useful in your research, please consider citing the repository:

@misc{sagarkaggle,
  Author = {Abhinav Sagar},
  Title = {Kaggle Solutions},
  Year = {2019},
  Journal = {Github},
}

License

MIT License

Copyright (c) 2019 Abhinav Sagar

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