Skip to content
Notes and Assignments for UFLDL Tutorial - Python3 code
Branch: master
Clone or download
Latest commit 4c5e415 Apr 7, 2019
Permalink
Type Name Latest commit message Commit time
Failed to load latest commit information.
ex1
ex2
ex3
ex4 ex4 softmax regression Mar 3, 2019
ex5
ex6 ex6 Apr 7, 2019
README.md update readme Apr 7, 2019

README.md

UFLDL

Notes and Assignments for UFLDL Tutorial - Python3 code

Depends

pip install numpy
pip install matplotlib
pip install scipy

Sparse Autoencoder

python train.py

Vectorization

python train.py

PCA and Whitening

python pca_gen.py

Softmax Regression

  • Assignment
  • Data:train-images-idx3-ubyte,train-labels-idx1-ubyte,t10k-images.idx3-ubyte,t10k-labels.idx1-ubyte
python softmaxExercise.py

Self-Taught Learning and Unsupervised Feature Learning

  • Assignment
  • Data:train-images-idx3-ubyte,train-labels-idx1-ubyte
python stlExercise.py

Building Deep Networks for Classification

  • Assignment
  • Data:train-images-idx3-ubyte,train-labels-idx1-ubyte,t10k-images.idx3-ubyte,t10k-labels.idx1-ubyte
python stackedAEExercise.py
You can’t perform that action at this time.