tarikk35 / thumbs-deeplearning

Deep learning model for classifying thumbs-up/thumbs-down images.

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Thumbs - My First Deep Learning Model

I trained my first Conv2D-MaxPooling based binary image classification model and observed different regularization methods impact on accuracy/loss - val-acc/val-loss graphics. Trained for thumbs-up / thumbs-down image classification. Top predict accuracy performance with 200x480x640x3 dataset : about %90 But this model lacks consistency because most of it is based on randomness and shuffles.

Regularization Methods I used :

  • Dropout
  • Data Augmentation
  • Weight Regularization

I couldn't include my dataset because all photos included my face. (shy person intensifies)

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Deep learning model for classifying thumbs-up/thumbs-down images.


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