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TensorFlow

Python

OpenCV Image to TensorFlow Tensor

A problem that I needed to solve today at work was how to import a single color image in OpenCV format with variable X-, Y-size dimensions into a TensorFlow Inception V4 model with dimensions (x, 299, 299, 1) for prediction. The dimension (299, 299, 3) is a color image, while Read more…

By Larry Hartman, 5 yearsMarch 31, 2020 ago
Python

Machine Learning with TensorFlow 2.0 — Pt 3

In my last post on this thread I left off stating that I would be troubleshooting TensorFlow 2.0 on the Raspberry Pi 0W. After more than a week of effort I have made only a little bit of progress. I was able to successfully run a TensorFlow lite model on Read more…

By Larry Hartman, 5 yearsJanuary 22, 2020 ago
Raspberry Pi

Machine Learning with TensorFlow 2.0 — Pt 2

On a previous post I write about a work project using Tensor Flow 2.0. Since then I completed an initial round of training of the Inception v4 model with 145,000 images. Over the course of the past week I identified and classified 64,000 real-world images taken from our fielded prototype Read more…

By Larry Hartman, 5 yearsJanuary 11, 2020 ago
Software

Machine Learning with Tensor Flow 2.0 — Pt 1

Beyond applying for graduate schools, these past few months I have been knee-deep into machine learning with TensorFlow at my place of employment. My project is fairly straight forward. When presented with a mechanical rotating digit, the computer must determine the digit’s value at any point during the rotation. Of Read more…

By Larry Hartman, 5 yearsDecember 24, 2019 ago
Python

Python 3.7, Raspberry Pi, and TensorFlow–pt 2

On May 9th I wrote about a broken Tensorflow package on RPI0W using Python 3.7.3. Here I will give more specifics to the problem. I was using Raspbian Stretch, latest update with manually downloaded, compiled, installed Python 3.7.3. The version of Tensorflow I attempted to install and execute was 1.13.1. Read more…

By Larry Hartman, 6 yearsJune 20, 2019 ago

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