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Machine Learning Solutions
book

Machine Learning Solutions

by Jalaj Thanaki
April 2018
Beginner to intermediate content levelBeginner to intermediate
566 pages
12h 17m
English
Packt Publishing
Content preview from Machine Learning Solutions

How to optimize the existing approach

As mentioned earlier, in order to optimize the existing approach, I will be using the TensorFlow Object Detection API. You can refer to Google's TensorFlow GitHub repo for this API at the following link: https://github.com/tensorflow/models/tree/master/research/object_detection. This API is trained using the COCO dataset as well as the PASCAL VOC dataset; so, it will have the capability of identifying the variety of classes.

Understanding the process for optimization

The most important part for us is how to use the various pre-trained models. The steps are as follows:

  1. First, pull the TensorFlow models repository using this link: https://github.com/tensorflow/models
  2. Once you pull the repository, you can find ...
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Publisher Resources

ISBN: 9781788390040Supplemental Content