Adult-Dataset-using-cnn

Adult Dataset using cnn

Data set

Adult Dataset Predict whether income exceeds $50K/yr based on census data. http://archive.ics.uci.edu/ml/datasets/Adult

Data preprocessing

A total of 48842 combining train and test. 3620 piece of data that consists of null value(get rid of directly) 0.25 split on the total data set Train on 33916 pieces of data and test on 11306 pieces

CNN architecture

1D CNN(4) and then fc layer(2)

Results

We compare L2 norm and without, Adam, SGD, and RMSprop. Graph shown below:

note

Originally, I am using data preprocessing in https://github.com/saravrajavelu/Adult-Income-Analysis, but there seems to be some problem among it and loss keeps going to nan. I redo the preprocessing step and get the results.