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digit---recognition's Introduction

DIGIT RECOGNITION

MOTIVATION:

  • The handwritten digit recognition can play a huge role in increasing the speed of the postal systems.
  • The letters can be segregated based on the PIN code using this model.

TASK:

  • In this project we classify handwritten digits using deep learning.

DATASET:

  • The data used here is taken from Tensorflow datasets. To access the dataset click here.

TRAIN and TEST DATA:

DATA SAMPLE SIZE
Train_data 60,000
Test_data 10,000

IMAGE PIXELS:

  • The image in this dataset are grayscale images. The dimension of each image is (28,28,3).
  • The height and width of the image is equal to 28.
  • Number of channels in the image is 1.

NEURAL_NETWORK ARCHITECTURE:

  • In this project we made use of the convolutional neural network.
  • The convolutional network architecture is LENET-5.
  • LENET-5 is one of the best architecture used for grayscale images.
  • LENET-5

OUTCOME:

  • In this project we are able to predict the handwritten digits with an accuracy of 99%.
  • classification_report

digit---recognition's People

Contributors

srikanth2102 avatar

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