MINST-Recognition-with-vae (Variational Autoencoder)

There are two models, with linear and CNN, respectively. VAE is with encoder/ decoder.

Datset

classic MNIST handwritten digit dataset, which contains digit 0-9 images of size 28*28. We build a logistic regression model to predict the class of digit.

Programming language

Python

Authors

• Yichen Zhang (Professor)
• Li-Ci Chuang

Libraries

• matplotlib.pyplot
• pandas
• numpy
• tensorflow.keras
• tensorflow.keras.layers
• tensorflow.keras.optimizers
• tensorflow.keras.models
• mse, binary_crossentropy from tensorflow.keras.losses
• tensorflow.keras.backend
• plot_model from tensorflow.keras.utils
• time
• mnist from tensorflow.keras.datasets #open dataset