Feature: Preprocessing
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DiogenesAnalytics commented
Problem
Currently there is no builtin method for handling the preprocessing of image/text data.
References
- https://keras.io/2.15/api/layers/preprocessing_layers/
- https://www.tensorflow.org/guide/keras/preprocessing_layers
- https://www.tensorflow.org/api_docs/python/tf/keras/preprocessing
- https://keras.io/2.15/api/data_loading/
- https://keras.io/2.15/api/utils/feature_space/
- https://www.youtube.com/watch?v=GVShIIh3_yE
- https://github.com/keras-team/keras-preprocessing
- https://keras.io/api/datasets/mnist/#load_data-function
- https://blog.keras.io/building-autoencoders-in-keras.html
- https://medium.com/analytics-vidhya/a-tip-a-day-python-tip-8-why-should-we-normalize-image-pixel-values-or-divide-by-255-4608ac5cd26a
- https://stats.stackexchange.com/questions/211436/why-normalize-images-by-subtracting-datasets-image-mean-instead-of-the-current
- https://stackoverflow.com/questions/62111708/what-is-the-significance-of-normalization-of-data-before-feeding-it-to-a-ml-dl-m
- https://stats.stackexchange.com/questions/185853/why-do-we-need-to-normalize-the-images-before-we-put-them-into-cnn
- https://becominghuman.ai/image-data-pre-processing-for-neural-networks-498289068258
- https://forums.fast.ai/t/images-normalization/4058
- https://keras.io/2.15/api/utils/python_utils/#normalize-function
- https://kozodoi.me/blog/20210308/compute-image-stats
- https://stackoverflow.com/a/60592637
- https://keras.io/api/layers/reshaping_layers/reshape/