Tensorflow

The top deep learning software tool, an open-source smart library

Hours total

1350

Technical Stack

Pagerank, DTW, Deep learning, Ensembles, Alexnet, Word2vec

Services Involved

Dedicated Team

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OVERVIEW

The top deep learning software tool, an open-source smart library, intended for developers to create a multilayer large-scale neural networks applying data flow graphs to build models.

CHALLENGE

Create a quick and effective way to prototype, train and release machine learning models for the speech-processing framework.

Solution

First, a prototype is built on a local machine using Tensorflow with CPU and smaller-size models. As soon as the pipeline is debugged, the data collection code is ready and a simple baseline is estimated, transfer training to a bigger GPU machine and switch to a more complex model. When the desired accuracy is reached, the model is packed and and uploaded to the models repository using artifactory.

Results

The top functions of the tool are to understand audio signals with the proper data feed, recognize and identify people and objects in images as well as understand the content and context, recommend the relevant content analyzing the user activity and comparing it to other users to determine what thecustomer might like to purchase or watch.

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