What is TensorFlow? Most probably you know perfect the answer but if you are new(according to google):
TensorFlow is an open-source software library for Machine Intelligence.
It's one of the most popular software libraries out there for AI(artificial intelligence). You can follow the very detailed instruction from: Installing TensorFlow
Google Cloud Platform is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user ..
This is a description for Google Cloud Platform found on Wikipedia. It's a good combination to use them for AI projects without the need to invest for hardware. GCP offers 300 $ as a trial amount if you want to try their platform: Free TrialThis can be enough for weeks of training neural network.
Python is a very popular programming language. It is very useful in big range of areas and has a design that emphasizes code readability and simplicity. It is widely considered to be relatively easy programming language to learn and master because of its focus on readability.
- These instructions are intended specifically for installing TensorFlow.
- I’ll be working from a Ubuntu 14.04 LTS server, and I’ll be logged in as non-root user.
- Connection is done through SSH(with key authorization).
1 install required libraries - zip, python3-pip and python3-dev
sudo apt-get -y install zip sudo apt-get -y install python3-pip python3-dev
2 install tensor flow - check for the version that you need. Here it is:
- version - 1.0.1
- python - 3
- 64 bit version
sudo pip3 install --upgrade https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.0.1-cp34-cp34m-linux_x86_64.whl
3 install required libraries - python-pip python-dev python-virtualenv
sudo apt-get install python-pip python-dev python-virtualenv
4 set virtual environment
virtualenv --system-site-packages ~/tensorflow
5 Activate tensorflow
6 Prepare training session
unzip your-rnn-package.zip cd your-rnn-package python3 train.py (if you want the script to continue after exiting current session use - nohup command) sudo nohup python3 train.py
8 Deactivate tensorflow
9 Connect with ssh(depending on your settings
- sh user@host – Connect to host as user
- ssh -p port user@host – Connect to host on port port as user
- ssh-copy-id user@host – Add your key to host for user to enable a keyed or passwordless login
10 All commands unformatted
ssh -p 22 email@example.com sudo apt-get -y install zip sudo apt-get -y install python3-pip python3-dev sudo pip3 install --upgrade https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.0.1-cp34-cp34m-linux_x86_64.whl sudo apt-get -y install python-pip python-dev python-virtualenv virtualenv --system-site-packages ~/tensorflow source ~/tensorflow/bin/activate deactivate sudo mkdir sample sudo chown -R myuser:myuser /home/sample/ sudo mkdir /home/myuser/working sudo unzip /home/sample/my-rnn-package.zip cd my-rnn-package/data/sampledata/ sudo cp /home/sample/input.txt . sudo python3 train.py sudo nohup python3 train.py sudo rm -r /home/myuser/working/my-rnn-package/ sudo tail -f -n 100 /home/myuser/working/my-rnn-package/nohup.out