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A productive business case will have specific data for anticipated profit and loss and build toward an expected breakeven point. It has to meet the requirements that you lined up, move through beta tests with users that look like your intended audience, and make a deployment deadline that fits your intended timeline.
Transfer learning applied to ResNet50 CNN Training results The final accuracy of the model, when tested on a subset of the training data, was 97%. For the 2km² area of downtown Los Angeles that I used as my test case, almost half a million unique tiles needed to be collected and analyzed. A 2km² area generates nearly 0.5
If you are building quantitative ROI models, that difference in time will show up as the breakeven point earlier in the project lifecycle. Later on, you’ll appreciate being able to test ideas and leverage best practices as your needs evolve. The faster path to value usually drives the “buy” decision. Build your first set of reports.
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