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kaggle image classification competitions and solutions

Guide

fine-tuning

dogs vs cats

2 classes: binary classification

dog-breed-identification

120 classes

see dog-breed-identification

plant-seedlings-classification

960 unique plants belonging to 12 classes
(植物幼苗分类)
see here

solutions:

cdiscount-image-classification-challenge

超大规模图像分类

Advanced

Data Augmentation

SMOTE

the class_weights argument in model.fit, which you can use to make the model learn more from the minority class.

Other

Reference

History

  • 20190902: created.