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Sunday, April 14, 2019

Snagging Parking Spaces with Mask R-CNN and Python

Using Deep Learning to Solve Minor AnnoyancesI live in a great city. But like in most cities, finding a parking space here is always frustrating. Spots get snapped up quickly and even if you have a dedicated parking space for yourself, it's hard for friends to drop by since they can't find a place to park.My solution was to point a camera out the window and use deep learning to have my computer text me when a new parking spot opens up:This might sound pretty complicated, but building a working version of this with deep learning is actually pretty quick and easy. All the tools are available — it is just a matter of knowing where to find the tools and how to put them together.So let's spend a few minutes and build a high-accuracy parking space notification system with Python and Deep Learning!Breaking Down the ProblemWhen we have a complicated problem that we want to solve with machine learning, the first step is to break down the problem into a sequence for simple tasks. Then, using our breakdown as a guide, we can pull different tools from our machine learning toolbox to solve each of the smaller tasks.


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machine-learning,object-detection,deep-learning,mask-r-cnn,python3

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