November 2018
Intermediate to advanced
322 pages
7h 54m
English
Content preview from TensorFlow Machine Learning Projects
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12: Object Detection at a Large Scale with TensorFlow
The recent breakthroughs in the field of Artificial Intelligence (AI) have brought deep learning to the forefront. Today, even more organizations are employing deep learning technologies for analyzing their data, which is often voluminous in nature. Hence, it's imperative that deep learning frameworks such as TensorFlow can be combined with big data platforms and pipelines.
The 2017 Facebook paper regarding training ImageNet in one hour using 256 GPUs spread over 32 servers (https://research.fb.com/wp-content/uploads/2017/06/imagenet1kin1h5.pdf) and a recent paper by Hong Kong Baptist University where they train ImageNet in four minutes using 2,048 GPUs (https://arxiv.org/pdf/1807.11205.pdf ...
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