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1 运行环境工具

  • python 3.7
  • tensorflow 2.1.0
  • cudatoolkit 10.1
  • cudnn 7.6
  • PyQt5
  • pillow
  • matplotlib
  • tensorflow-datasets 4.5.2

2 pip list

Package                  Version
------------------------ ---------
absl-py                  1.2.0
aiohttp                  3.8.1
aiosignal                1.2.0
astor                    0.8.1
astunparse               1.6.3
async-timeout            4.0.1
asynctest                0.13.0
attrs                    21.4.0
blinker                  1.4
brotlipy                 0.7.0
cachetools               4.2.4
certifi                  2022.6.15
cffi                     1.15.1
charset-normalizer       2.1.1
click                    8.0.4
colorama                 0.4.5
cryptography             37.0.1
cycler                   0.11.0
dill                     0.3.5.1
etils                    0.8.0
flatbuffers              2.0
fonttools                4.37.2
frozenlist               1.2.0
future                   0.18.2
gast                     0.2.2
google-auth              1.35.0
google-auth-oauthlib     0.4.6
google-pasta             0.2.0
googleapis-common-protos 1.56.4
grpcio                   1.48.1
h5py                     3.7.0
idna                     3.4
importlib-metadata       4.12.0
importlib-resources      5.9.0
keras                    2.9.0
Keras-Applications       1.0.8
Keras-Preprocessing      1.1.2
kiwisolver               1.4.4
Markdown                 3.4.1
MarkupSafe               2.1.1
matplotlib               3.5.3
mkl-fft                  1.3.1
mkl-random               1.2.2
mkl-service              2.4.0
multidict                5.2.0
numpy                    1.21.6
oauthlib                 3.2.1
opt-einsum               3.3.0
packaging                21.3
Pillow                   9.2.0
pip                      22.1.2
promise                  2.3
protobuf                 3.20.1
psutil                   5.9.0
pyasn1                   0.4.8
pyasn1-modules           0.2.8
pycparser                2.21
PyJWT                    2.4.0
pyOpenSSL                22.0.0
pyparsing                3.0.9
PyQt5                    5.15.7
PyQt5-Qt5                5.15.2
PyQt5-sip                12.11.0
PySocks                  1.7.1
python-dateutil          2.8.2
PyYAML                   6.0
requests                 2.28.1
requests-oauthlib        1.3.1
rsa                      4.9
scipy                    1.4.1
setuptools               63.4.1
six                      1.16.0
tensorboard              2.1.1
tensorboard-data-server  0.6.0
tensorboard-plugin-wit   1.8.1
tensorflow               2.1.0
tensorflow-datasets      4.5.2
tensorflow-estimator     2.1.0
tensorflow-metadata      1.10.0
termcolor                2.0.1
toml                     0.10.2
tqdm                     4.64.1
typing_extensions        4.3.0
urllib3                  1.26.12
Werkzeug                 2.2.2
wheel                    0.37.1
win-inet-pton            1.1.0
wincertstore             0.2
wrapt                    1.14.1
yarl                     1.8.1
zipp                     3.8.1

3 使用

USE.md

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基于tensorflow实现的CNN手写字母识别

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