Just a MNIST dataset in different formats
THE MNIST DATABASE of handwritten digits
Yann LeCun, Courant Institute, NYU
Corinna Cortes, Google Labs, New York
Christopher J.C. Burges, Microsoft Research, Redmond
Dataset can be downloaded at http://yann.lecun.com/exdb/mnist/
For classification error % results introduced in literature please refer to
1. http://yann.lecun.com/exdb/mnist/
2. http://rodrigob.github.io/are_we_there_yet/build/classification_datasets_results.html#4d4e495354
For examples and practical results:
1) https://www.kaggle.com/c/digit-recognizer
Data folder:
1) Original dataset - Original MNIST dataset in binary format(not compressed)
http://yann.lecun.com/exdb/mnist/
2) CSV format - MNIST IN CSV fromat
http://pjreddie.com/projects/mnist-in-csv/
3) Matlab format - MNIST IN Matlab .mat fromat
http://ufldl.stanford.edu/wiki/index.php/Using_the_MNIST_Dataset
also not conventional .mat can be found here http://www.cs.nyu.edu/~roweis/data.html
Convert to some specialized formats:
1)lmdb (default) or leveldb formats used in Caffe library
https://github.com/BVLC/caffe/blob/master/examples/mnist/convert_mnist_data.cpp
How to load MNIST in X language:
in R:
https://gist.github.com/brendano/39760
in Python:
1. https://github.com/sorki/python-mnist
2. using sklearn.datasets.fetch_mldata
http://scikit-learn.org/stable/datasets/#downloading-datasets-from-the-mldata-org-repository
3. Also you can convert MNIST to csv and read .csv file in python.
in C++:
http://stackoverflow.com/questions/8286668/how-to-read-mnist-data-in-c
https://compvisionlab.wordpress.com/2014/01/01/c-code-for-reading-mnist-data-set/
in Java:
http://stackoverflow.com/questions/8286668/how-to-read-mnist-data-in-c
in F#:
http://stackoverflow.com/questions/19370314/reading-the-mnist-dataset-using-f
Visualization of MNIST:
- t-sne http://lvdmaaten.github.io/tsne/ http://lvdmaaten.github.io/tsne/examples/mnist_tsne.jpg
- http://colah.github.io/posts/2014-10-Visualizing-MNIST/
Additional data:
- http://www.iro.umontreal.ca/~lisa/twiki/bin/view.cgi/Public/MnistVariations
- http://leon.bottou.org/projects/infimnist
Sources of inspiration:
- https://github.com/grfiv/MNIST
- https://github.com/siddharth-agrawal/Softmax-Regression
- http://www.cs.toronto.edu/~hinton/MatlabForSciencePaper.html
To look at:
https://github.com/yburda/iwae
https://github.com/vsvinayak/mnist-helper
https://github.com/sugyan/tensorflow-mnist
https://github.com/jliemansifry/mnist-fun
projects that work with MNIST
https://github.com/AnonymousWombat/BinaryConnect