By following the TensorFlow guide, it is easy to see how TensorFlow harnesses the power of my new Nvidia RTX 2060.
The first one is image recognition. Similar to the technology used in a previous installment on neural network training with traffic images from CCTV captured, a sample data set of images with classification of fashion objects are learnt by using TensorFlow. In that previous installment, Amazon Web Service cloud with a K520 GPU instance is used for the model training. In this blog post, the training is actually taking place in the Nvidia RTX 2060.
Another classic sample is the regression analysis, from the Auto MPG data set. With a few line of code, TensorFlow clean up the data set to remove unsuitable values and convert categorical values to numeric ones for the model.