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GeezerVison is showing github.com — GitHub - AlgorithmChopda/Data_Preprocessing-in-Machine-Learning: Library to Pre-process Images required by Deep Learning Algorithms. Normalizing, One Hot Encoding, Splitting Data, Reshaping, Conversions of data in different Dimensions as Required

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Data_Preprocessing-in-Machine-Learning

While working on Images in Machine Learning Projects it is very important to Pre-process the images. Preprocessing the images takes a lot of time and is very error-prone process

we have built and developed the pre-processing Library that pre-process the images, in this we have :

  • read N no of images from N no of directories
  • read the classes of every image
  • Convert them to Numpy array
  • Normalize-data
  • One-hot-encode-data
  • reshape-data [conversion in required dimension]

Just you need to provide the Image directory and the reshape size

Eg :

training_path = '/Kaggle/training_set/' testing_path = '/Kaggle/test_set/'

train_obj = DataPreprocessing(training_path, 300) train_images, train_labels = train_obj.load_data()

test_obj = DataPreprocessing(testing_path, 300) test_images, test_labels = test_obj.load_data()

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Library to Pre-process Images required by Deep Learning Algorithms. Normalizing, One Hot Encoding, Splitting Data, Reshaping, Conversions of data in different Dimensions as Required

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datapreprocessingdeep-learningimage-processingmachine-learningpython

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