> Maybe I’m missing something but does this blog post conclude with a service to do inference off device?
You didn't answer this question. Your "sorta-answer" suggests "yes", but the title "How to easily Detect Objects with Deep Learning on Raspberry Pi" suggests that your answer should be "no".
The title wasn't "How to easily Detect Objects with Deep Learning on Raspberry Pi with cloud services".