Edge AI: ML Classification https://recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit Tue, 16 Apr 2024 08:32:33 +0000 Joomla! - Open Source Content Management en-gb Interlude: TensorFlow Models on the Edge https://recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/31-interlude-tensorflow-models-on-the-edge https://recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/31-interlude-tensorflow-models-on-the-edge

In this short interval, in the basic classification series, I discuss the role of the Tensorflow Delegate and demonstrate how a compiler is used to generate the components used by hardware accelerators in general and specifically  the Coral EdgeTPU. 

]]> Edge AI: Machine Learning Classification Mon, 22 Nov 2021 17:08:50 +0000 Machine Learning Basic Classification (3/4): On TI’s EdgeAI Cloud Tool https://recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/29-machine-learning-basic-classification-3-4-on-ti-s-edgeai-cloud-tool https://recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/29-machine-learning-basic-classification-3-4-on-ti-s-edgeai-cloud-tool

In this article the TFLite model, developed previously, is used to perform inferencing on TI’s Edge Cloud server and like before predictions are made, using  the TFLite interpreter runtime engine.

]]> Edge AI: Machine Learning Classification Sat, 13 Nov 2021 12:58:40 +0000 Machine Learning Basic Classification (2/4): TensorFlow Lite Model Conversion https://recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/28-machine-learning-basic-classification-2-4-tensorflow-lite-model-conversion https://recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/28-machine-learning-basic-classification-2-4-tensorflow-lite-model-conversion

In this article I convert the Fashion MNIST model, created previously, into a TFLite model that can be used to delegate machine learning tasks to the SK-TDA4VM Starter Kit’s hardware accelerators.

]]> Edge AI: Machine Learning Classification Mon, 08 Nov 2021 09:47:32 +0000 Machine Learning Basic Classification (1/4): On the Mac Mini M1 https://recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/27-machine-learning-basic-classification-1-4-on-the-mac-mini-m1 https://recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/27-machine-learning-basic-classification-1-4-on-the-mac-mini-m1

In this article I use the Mac Mini M1 with the Tensorflow-metal plugin to classify clothing on the M1's GPU. Part 1 of the SK-TDA4VM Machine Learning Workflow, using the Tensorflow  deep learning framework  with the Fashion MNIST dataset.

]]> Edge AI: Machine Learning Classification Wed, 03 Nov 2021 11:00:21 +0000