Custom AI, Machine Learning and Neural Networks using FPGAs, Systolic Arrays and ASICs https://www.recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit 2024-04-29T11:14:42+00:00 ReconTech Joomla! - Open Source Content Management 2021-11-22T17:08:50+00:00 2021-11-22T17:08:50+00:00 https://www.recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/31-interlude-tensorflow-models-on-the-edge BP

<p><img src="https://www.recontech.co.uk//images/EdgeAI/006/38-Interlude-tensorflow-models-on-the-edge-1200-600.png" alt=""></p><p>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.<span class="Apple-converted-space"> </span></p>

<p><img src="https://www.recontech.co.uk//images/EdgeAI/006/38-Interlude-tensorflow-models-on-the-edge-1200-600.png" alt=""></p><p>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.<span class="Apple-converted-space"> </span></p> 2021-11-13T12:58:40+00:00 2021-11-13T12:58:40+00:00 https://www.recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/29-machine-learning-basic-classification-3-4-on-ti-s-edgeai-cloud-tool BP

<p><img src="https://www.recontech.co.uk//images/EdgeAI/005/22-basic-classification_1200_600.png" alt=""></p><p>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<span class="Apple-converted-space">  </span>the TFLite interpreter runtime engine.</p>

<p><img src="https://www.recontech.co.uk//images/EdgeAI/005/22-basic-classification_1200_600.png" alt=""></p><p>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<span class="Apple-converted-space">  </span>the TFLite interpreter runtime engine.</p> 2021-11-08T09:47:32+00:00 2021-11-08T09:47:32+00:00 https://www.recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/28-machine-learning-basic-classification-2-4-tensorflow-lite-model-conversion BP

<p><img src="https://www.recontech.co.uk//images/EdgeAI/004/23-tensorflow-lite-model-conversion_1200_600.png" alt=""></p><p>In this article I convert the Fashion MNIST model, created previously, into a TFLite model that<span class="Apple-converted-space"> </span>can be used to delegate machine learning tasks to the SK-TDA4VM Starter Kit’s hardware accelerators.</p>

<p><img src="https://www.recontech.co.uk//images/EdgeAI/004/23-tensorflow-lite-model-conversion_1200_600.png" alt=""></p><p>In this article I convert the Fashion MNIST model, created previously, into a TFLite model that<span class="Apple-converted-space"> </span>can be used to delegate machine learning tasks to the SK-TDA4VM Starter Kit’s hardware accelerators.</p> 2021-11-03T11:00:21+00:00 2021-11-03T11:00:21+00:00 https://www.recontech.co.uk/index.php/machine-learning/sk-tda4vm-eval-kit/27-machine-learning-basic-classification-1-4-on-the-mac-mini-m1 BP

<p><img src="https://www.recontech.co.uk//images/EdgeAI/003/22-basic-classification_1200_600.png" alt=""></p><p>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 <span class="Apple-converted-space">the </span>Tensorflow<span class="Apple-converted-space">  </span>deep learning framework<span class="Apple-converted-space"> </span> with the Fashion MNIST dataset.</p>

<p><img src="https://www.recontech.co.uk//images/EdgeAI/003/22-basic-classification_1200_600.png" alt=""></p><p>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 <span class="Apple-converted-space">the </span>Tensorflow<span class="Apple-converted-space">  </span>deep learning framework<span class="Apple-converted-space"> </span> with the Fashion MNIST dataset.</p>