Let’s explore together TensorFlow.js by building a simple speech recognition app. Let's try it and feel it right away.
TensorFlow.js is not just a toy library, it is serious business, the performance is surprising, especially when using hardware acceleration through WebGL, but should we train models with it? Perhaps no, even though you can achieve great performance, it’s Python counterpart is even faster, and when working with Python you will find more libraries to support your code like Numpy and Pandas. In addition to learning materials, where there’s not as much for TensorFlow.js as there is for TensorFlow.
Now, this doesn’t mean you shouldn’t use TensorFlow.js, on the contrary, I think it’s a great library for deploying and running ML models, and it is what we are going to focus for the rest of the article.
Speech Recognition with TensorFlow.js - Let’s explore together TensorFlow.js by building a simple speech recognition app.
Nowadays, we can use high precision voice recognition in our smartphone or any smart devices. However, those systems are provided by big companies like Google, Amazon or Apple, and are not free. In this tutorial, you'll see how to Create a Seq2Seq model for speech recognition using TensorFlow and use it in browser. A Journey to Speech Recognition using TensorFlow
Speech is a powerful medium. Words have shaped nations, built empires and rallied masses. So, why not bring speech into your next React.JS app!?This video sh...
TensorFlow.js Image Classification Made Easy In this video you're going to discover an easy way how to train a convolutional neural network for image classification and use the created TensorFlow.js image classifier afterwards to score x-ray images locally in your web browser.