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GitHub / leihao1 / CNN-CIFAR-10-Image-Classification

Implemented CNN for CIFAR-10 image classification task using Pytorch, dimension reduction was done by PCA and t-SNE.

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/leihao1%2FCNN-CIFAR-10-Image-Classification

Stars: 3
Forks: 0
Open Issues: 7

License: None
Language: Jupyter Notebook
Repo Size: 202 MB
Dependencies: 111

Created: over 4 years ago
Updated: over 1 year ago
Last pushed: almost 2 years ago
Last synced: about 1 year ago

Topics: cifar-10, cnn, image-classification, pca, pytorch-cnn, sklearn, t-sne

Files

Readme

Dependencies

environment.yml pypi

absl-py ==0.9.0
astor ==0.8.1
automat ==0.8.0
beautifulsoup4 ==4.8.1
boto ==2.49.0
boto3 ==1.10.45
botocore ==1.13.45
bs4 ==0.0.1
cachetools ==4.0.0
cffi ==1.13.2
chardet ==3.0.4
constantly ==15.1.0
cryptography ==2.8
cssselect ==1.1.0
cycler ==0.10.0
docutils ==0.15.2
gast ==0.2.2
gensim ==3.8.1
google-auth ==1.10.0
google-auth-oauthlib ==0.4.1
google-pasta ==0.1.8
grpcio ==1.26.0
h5py ==2.10.0
hyperlink ==19.0.0
idna ==2.8
importlib-metadata ==1.3.0
incremental ==17.5.0
ipywidgets ==7.5.1
jmespath ==0.9.4
joblib ==0.14.1
json5 ==0.8.5
jupyter ==1.0.0
jupyter-console ==6.0.0
jupyterlab ==1.2.4
jupyterlab-server ==1.0.6
keras-applications ==1.0.8
keras-preprocessing ==1.1.0
kiwisolver ==1.1.0
lxml ==4.4.2
markdown ==3.1.1
matplotlib ==3.1.2
more-itertools ==8.0.2
nltk ==3.4.5
numpy ==1.17.4
oauthlib ==3.1.0
opt-einsum ==3.1.0
packaging ==19.2
pandas ==0.25.3
parsel ==1.5.2
pillow ==6.2.1
pip-review ==1.0
pipupgrade ==1.5.2
prompt-toolkit ==2.0.10
protego ==0.1.16
protobuf ==3.11.1
pyasn1 ==0.4.8
pyasn1-modules ==0.2.7
pycparser ==2.19
pydispatcher ==2.0.5
pyhamcrest ==1.9.0
pyopenssl ==19.1.0
pyparsing ==2.4.5
python-graphviz ==0.13.2
pytz ==2019.3
pyzmq ==18.1.1
qtconsole ==4.6.0
queuelib ==1.5.0
requests ==2.22.0
requests-oauthlib ==1.3.0
rsa ==4.0
s3transfer ==0.2.1
scikit-learn ==0.22
scipy ==1.3.3
scrapy ==1.8.0
service-identity ==18.1.0
sklearn ==0.0
smart-open ==1.9.0
soupsieve ==1.9.5
style ==1.1.0
tensorboard ==2.0.2
tensorflow ==2.0.0
tensorflow-estimator ==2.0.1
termcolor ==1.1.0
torch ==1.3.1
torchvision ==0.4.2
twisted ==19.10.0
update ==0.0.1
urllib3 ==1.25.7
validators ==0.14.1
w3lib ==1.21.0
werkzeug ==0.16.0
widgetsnbextension ==3.5.1
wrapt ==1.11.2
xlrd ==1.2.0
zope-interface ==4.7.1

requirements.txt pypi

ipykernel ==5.1.3
ipython ==7.10.1
ipython-genutils ==0.2.0
ipywidgets ==7.5.1
jupyter ==1.0.0
jupyter-client ==5.3.4
jupyter-console ==6.0.0
jupyter-core ==4.6.1
matplotlib ==3.1.2
notebook ==6.0.2
numpy ==1.17.4
pandas ==0.25.3
scikit-learn ==0.22
scipy ==1.3.3
torch ==1.3.1
torchvision ==0.4.2