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The "Hello World" of Deep Learning : training a deep learning model to correctly classify hand-written digits

Libraries: Keras + TensorFlow

Steps:

  1. Loading the Data Into Memory (with Keras)
  2. Splitting it into training and validation data and thus labeling it accordingly
  3. Preparing the data. (Data Pre-Processing)
    • Flatten- Convert 2d array to 1d
    • Normalize- The data is in the range of 0 to 255, Converting it into a range varying from 0 to 1
    • Categorize- makes data more understandable for the machine
  4. Creating the model
    • Instantiating the model
    • Creating the input layer
    • Creating the hidden layer
    • Creating the output layer
    • Summarizing the model
    • Compiling the model
  5. Training the model
  6. Observing Accuracy

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