Boris Kogan's blog articles

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on 1/29/2022 5:37 PM
At Fetch we reward you for taking pictures of store and restaurant receipts. Our app needs to read and understand crumpled, dark, smudged, warped, skewed, creased, you get the “picture” images, taken in cars, in your lap, on the way out, while walking the dog, taking out the trash, doing your nails, etc.., etc. Not … Continue reading Amazon SageMaker: What Tutorials Don’t Teach →
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on 8/26/2019 10:30 PM
On a warm afternoon of October 23, 1975, one of the last days of Indian summer that year, Yozhik (aka Ejik, The Little Hedgehog) set out to visit his friend Medvezhonok (The Bear Cub). He was joining him, as he did every evening, for a night of stargazing. Only he never made a return journey … Continue reading A Deep Reinforcement Learning Journey Home. →
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on 3/25/2019 8:35 AM
In the following series I will explore different tools and techniques for doing object detection in streaming video in real time or faster. Starting with the baseline Python detector running slowly and gradually picking up speed. In these series In the course of these posts we will explore optimizing object detection in videos. We will … Continue reading Supercharging Object Detection in Video: from Glacial to Lightning Speed →
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on 3/25/2019 8:29 AM
We started from the Python object detector performance as baseline (~ 19 fps). Next we ditch Python and all our pre-installed libraries and custom build everything. C++ will become the development environment not just because it’s more “bare bones” than Python and thus more performant but also to access functionality not available in Python. Environment … Continue reading Supercharging Object Detection in Videos: Setup →
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on 3/25/2019 8:28 AM
Source code for the finished project is here. NVIDIA TensorRT is a framework used to optimize deep networks for inference by performing surgery on graphs trained with popular deep learning frameworks: Tensorflow, Caffe, etc. Preparing the Tensorflow Graph Our code is based on the Uff SSD sample installed with TensorRT 5.0. The guide together with … Continue reading Supercharging Object Detection in Video: TensorRT 5 →
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