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Here's a video with your app showing how it works.
For full disclosure, I’m leading a team at Fritz.ai (based in Boston) to build a developer platform that optimizes, monitors, and deploys core ML models. Checkout https://app.fritz.ai/early-access. Happy to give you an account and get your feedback.
FYI, I added Fritz using cocoapods so you'll want to run
pod installand open it up in xcode using CoreML-Car-Recognizer.xcworkspace. I've put placeholders for the models and app token for now but can show you how to set that up once you had an account