/GazaDevFest17

Deep Learning Code Lab Session

Primary LanguageJupyter Notebook

Google DevFest17 - Gaza

Deep Learning using Tensorflow - Code Lab Session

This repo contains a quick overview of applying deep learning using tensorflow. It was created for Gaza DevFest17 as a code lab demonestration.

Installing and Using Docker

In order to use tensorflow and applying basic deep learning example we are going to use a pre-configured docker instance. This will help us getting a ready to use environment.

1. Install docker for windows
  • To run Docker, your machine must have a 64-bit operating system running Windows 7 or higher.
  • Make sure that Hyper-V is disabled if it is installed on your pc.
  • If you are using Windows 10 you can directly download docker and install it from Docker Store.
  • Otherwise, you can download and install Docker Toolbox.
  • After installation is done, open new cmd window and type docker ps. If you encountered an error running this command, you should follow these steps.
  • If the above command does not work and you get error message says Error checking TLS connection:.., try to run this command docker-machine restart then run the above step.
  • Finally, it is worth to spend few minutes on reading Get Started Tutorial
2. Run Tensorflow using docker
  • Open new cmd window and run docker image ls. It should list available docker images.
  • To install a tensorflow docker image we need first to download it. run docker pull tensorflow/tensorflow.
  • After downloading and unpacking is done, you can start new container by running this command docker run -it --rm --name="tf" -p 8888:8888 -p 6006:6006 tensorflow/tensorflow
  • Copy the link generated and paste it on new browser window. It should point to a jupyter notebook working directory.
  • If link is not working try to replace localhost by 192.168.99.100
  • Now you are ready to rock 👍
3. Presentation
  • Find My presentation about Neural Network and Deep Learning at SlideShare
4. Introduction to Tensorflow
5. Sample Code Lab
  • Code Sample for Simple Linear Model Code
6. Learning Resources

  • Get started with Tensorflow

  • Tutorials

    1. TensorFlow Tutorial and Examples for Beginners repo
    2. TensorFlow Tutorials with YouTube Videos

  • Basic Introduction to Neural Networks and Deep Learning, Article1 Article2

  • Machine Learning course tought by the best.

  • Deep Learning course that covers almost every model of use with good introduction.