TensorFlow is mathematical programming language which is used for developing machine learning/deep learning programs.TensorFlow is mathematical programming language which is used for developing machine learning/deep learning programs.
In this article we will discuss about TensorFlow, which is new and very popular programming language. TensorFlow is used in machine learning and deep learning field. It is used for designing, developing, training and deploying deep learning models which can run in clusters to provide fast processing. TensorFlow is programming language from Google Brain team which created wonderful piece of software to revolutionize the machine learning field.
In traditional programming we develop the program by writing instruction to accomplish a task and then deploy this program to computer. The job of computer is to just execute all the instruction as given in the program. In the traditional programming computer do not add their intelligence in solving a business problem.
In the case of machine learning developer design, train and deploy machine learning model on the computing system. Computer uses the training data to come up with their own rules to solve a business problem. Machine learning is a huge task and many mathematical algorithms are used. It is compute intensive task where machine learns from the previous data (supplied data) and come up with their own rules to provide insight into of business data.
These days Big Data is getting very popular among businesses to making critical business decision using the technologies. Big Data is a pool of huge data set collected by organization through various means and it requires machine learning to get most out of the data. Big Data and machine learning is being used in various industries to get insight of business data.
TensorFlow is an open-source programming language from Google which is used for developing and deploying deep learning neural networks. Google Brain team developed this programming language for internal use for deep learning and processing huge data sets. TensorFlow was released under Apache 2.0 open source licence on 09-November-2015.
This programming langue is used to find hidden tends in the data using various mathematical algorithms and deep neural networks. TensorFlow is developed in C++ and its available for Windows, Mac, Linux, Android and iOS. TensorFlow runs on CPU, GPU and TPU with efficiency.
Python API is available to develop program for TensorFlow, which can run on the TensorFlow cluster.
Steps to use TensorFlow:
TensorFlow is deep learning framework based on the neural network which works analogous (but not like) to human brain. It employs the computational graph (Neural network) for machine learning. Google is using TensorFlow for Google Search, Gmail, Speech recognition, Google Photos and many other places. TensorFlow is mathematical computational framework which is used to employ mathematical theory to solve many data computational program.
Here are various uses of TensorFlow:
There are tons of use of TensorFlow in machine learning and data science. Google compute engine can be used to process huge data sets as Google is renting compute system which supports TensorFlow programming language.