GDG San Diego Talk

Overview

This will be the fourth time I am giving this talk about my work on the Raspberry Pi. I last gave it at the Google Developers ML Summit and it was recording and that was kind of odd. We will see if this one is a little better with some audience feedback.

TensorFlow Lite

Since I had some extra time I was able to implement TensorFlow Lite on the Raspberry Pi. I went to the TF Quickstart [Link] page and since I had already converted the Keras model into a tflite model I only needed the interpreter. This allowed me to not have to have the full TF install*.

*I still used the Keras preprocessing and decoding methods that came with the MobileNetV2 model. I probably should have not done that but at this point I don’t think it matters as much. Maybe in the future I will do ONLY TF Lite.

Links

Original Blog Series: Here
Meetup: https://gdg.community.dev/events/details/google-gdg-san-diego-presents-tensorflow-lite-on-the-raspberry-pi/
Code: Main, MobileNetV2Base, and PiCameraManager
Presentation: ImageDetection/GDG-SanDiego.pptx

Heartland Developers Conference Talk

Overview

This is a version of my talk about adding some image detection onto the Raspberry Pi. For the Paris talk, I only had 20 minutes and for GDG Denver I had 90 but didn’t use all of it so this length should be about right.

TensorFlow Lite

Since I had some extra time I was able to implement TensorFlow Lite on the Raspberry Pi. I went to the TF Quickstart [Link] page and since I had already converted the Keras model into a tflite model I only needed the interpreter. This allowed me to not have to have the full TF install*.

*I still used the Keras preprocessing and decoding methods that came with the MobileNetV2 model. I probably should have not done that but at this point I don’t think it matters as much. Maybe in the future I will do ONLY TF Lite.

Links

Original Blog Series: Here
Meetup: https://www.heartlanddc.com/
Code: Main, MobileNetV2Base, and PiCameraManager
Presentation: ImageDetection/HDC.pptx

GDG Denver Talk

Overview

This is a version of my talk about adding some image detection onto the Raspberry Pi. For the Paris talk, I only had 20 minutes but this time I have 90. Hopefully, I can make use of the extra time.

TensorFlow Lite

Since I had some extra time I was able to implement TensorFlow Lite on the Raspberry Pi. I went to the TF Quickstart [Link] page and since I had already converted the Keras model into a tflite model I only needed the interpreter. This allowed me to not have to have the full TF install*.

*I still used the Keras preprocessing and decoding methods that came with the MobileNetV2 model. I probably should have not done that but at this point I don’t think it matters as much. Maybe in the future I will do ONLY TF Lite.

Links

Original Blog Series: Here
Meetup: https://www.meetup.com/GDG-Denver/events/270788558/
Code: Main, MobileNetV2Base, and PiCameraManager
Presentation: ImageDetection/GDG-Denver.pptx

Computer Vision Paris Talk

Overview

This is a condensed version of my talk about adding some image detection onto the Raspberry Pi. With it only being 20 minutes I had to skim through quite a bit but hopefully it worked.

I guess I am now an international speaker!

Links

Original Blog Series: Here
Meetup: https://www.meetup.com/Meetup-Computer-Vision-Paris/events/kjllfqybckblb/
Code: Main, MobileNetV2Base, and PiCameraManager
Presentation: ImageDetection/ComputerVisionParis.pptx