An Introduction to Tensorflow

Introduction

Tensorflow is an open source software library for numerical computation that enables machine learning practitioners more data-intensive computing. It also provides some robust widely used  deep learning algorithms.

Tensorflow developed in 2011 by Google Brain Team. The initial target of Tensorflow was to conduct research in machine learning and deep neural networks but this is applicable in a wide variety of other domain also.

Tensorflow name derived from data model which is represented by tensors and the data flow graph that stands for Tensorflow’s execution model.

Features of Tensorflow

There are following features offered by Tensorflow:

  • Faster Computing: The major version 1.x version made it’s capability incredibly faster including a 7.3x speedup on 8 GPUs for inception v3.
  • Flexibility: Tensorflow is not just a Deep Learning or Machine Learning library but also great library full with powerful mathematical function which you solve most complex problems.
  • Portability: Tensorflow can run on Window, Linux , Mac machine and Mobile computing platform(Android).
  • Easy Debugging: Tensorflow provides Tensorboard for analysis of developed model.
  • Easy Use: Tensorflow is for everyone; it’s for student, researchers, and deep learning practitioners.
  • Supported: There are large community of developers who are working together to improve Tensorflow by providing feedback and actively contributing the source code.
Installing Tensorflow

Before going forward we need to determine which Tensorflow to install on your platform actually Tensorflow has been developed such that you can run data-intensive tensor application on CPU as well as GPU. Thus, you should choose one of following type of Tensorflow to install on your platform.

  • Tensorflow with CPU support only: If your computer have not GPU such as NVIDIA you can start with this version.
  • Tensorflow with GPU: A deep learning application required typically very high intensive computing resources. This, Tensorflow is not exception, can typically speed up data computations  and analytics significantly on a GPU rather than CPU. Therefore if you have NIVIDIA GPU hardware in your machine you should ultimetly use this version.

In this tutorial we will go through CPU support only type:

  • Installing Tensorflow in Anaconda Environment:
    • Step 1. Create an environment for Tensorflow
      • conda create -n tensorflow
    • step 2. Activate Tensoflow environment
      • activate tensorflow
    • step 3. Install required libraries in given environment: In this step we will install minimum required libraries like numpy (because in Tensorflow 1.x version Python API resembles numpy more closely. This has made the current version more stable for array based computations.),tensorflow.
      • conda install numpy
      • conda install tensorflow
    • Step 4: Congratulations! you have done it ! you can check the version of these libraries and go forward for playing with Tensorflow.
About Mitra N Mishra 35 Articles
Mitra N Mishra is working as a full-stack data scientist.

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  396. When I originally left a comment I appear to have clicked the -Notify me when new comments are added- checkbox and from now on whenever a comment is added I receive 4 emails with the same comment. Is there a way you are able to remove me from that service? Thanks a lot!

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