Python3 Packages to install before starting to code on deep learning using Tensorflow
To start working with deep learning or designing CNN architecture or even if you want to use any pre-trained model, you need some of the basic python packages to get it started.
Here are some of the most required tools, that you need to install as a basic requirement for tensorflow or keras.
pip install numpy scipy matplotlib scikit-image scikit-learn ipython pillow matplotlib
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Collecting ipython
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pip install pandas
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pip install h5py seaborn opencv-python opencv-contrib-python pydot
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pip install tensorflow
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Building wheels for collected packages: gast, termcolor, absl-py
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pip install keras
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Requirement already satisfied: numpy>=1.9.1 in c:\users\azamra~1\envs\py3\lib\site-packages (from keras) (1.15.4)
Requirement already satisfied: keras-applications>=1.0.6 in c:\users\azamra~1\envs\py3\lib\site-packages (from keras) (1.0.6)
Collecting pyyaml (from keras)
Downloading https://files.pythonhosted.org/packages/4f/ca/5fad249c5032270540c24d2189b0ddf1396aac49b0bdc548162edcf14131/PyYAML-3.13-cp36-cp36m-win_amd64.whl (206kB)
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Requirement already satisfied: h5py in c:\users\azamra~1\envs\py3\lib\site-packages (from keras) (2.8.0)
Requirement already satisfied: six>=1.9.0 in c:\users\azamra~1\envs\py3\lib\site-packages (from keras) (1.11.0)
Requirement already satisfied: keras-preprocessing>=1.0.5 in c:\users\azamra~1\envs\py3\lib\site-packages (from keras) (1.0.5)
Requirement already satisfied: scipy>=0.14 in c:\users\azamra~1\envs\py3\lib\site-packages (from keras) (1.1.0)
Installing collected packages: pyyaml, keras
Successfully installed keras-2.2.4 pyyaml-3.13
Optional Packages:
Some of the useful tools that help in many ways:
- PS-Util: This tool is used for memory management in python
pip install psutil
Collecting psutil
Downloading https://files.pythonhosted.org/packages/3b/15/62d1eeb4c015e20295e0197f7de0202bd9e5bcb5529b9503932decde2505/psutil-5.4.8-cp36-cp36m-win_amd64.whl (226kB)
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Installing collected packages: psutil
Successfully installed psutil-5.4.8
Related Links:
- Python Virtual Environment on Windows
- Python Memory Management: Quick Tips to reduce memory consumption
- [UBUNTU 16.04] Tensorflow-gpu 1.11 with Compute capability 3.0 (with cuda 9 and cudnn 7.3)
- PyFLANN for python3: ModuleNotFoundError: No module named ‘index’
- PyFLANN for python 3x
- Animated Tutorials