Enroll Course: https://www.coursera.org/learn/browser-based-models-tensorflow
Are you looking to bring your machine learning models to life in the real world? The “Browser-based Models with TensorFlow.js” course on Coursera is an excellent starting point for anyone interested in deployment and effective data utilization. This specialization, starting with its first course, demystifies the process of running ML models directly within a web browser.
The course kicks off with an introduction to TensorFlow.js, teaching you the fundamentals of training and executing machine learning models using JavaScript. You’ll learn how to handle data within the browser environment, a crucial skill for interactive web applications. The initial modules focus on building basic models and running them in simple web pages, providing a solid foundation.
Next, the course delves into the exciting realm of Computer Vision within the browser. It addresses the unique challenges of using JavaScript for tasks like image classification, especially when dealing with large datasets. A key takeaway here is the ability to build a web application that can recognize handwritten digits, a fantastic practical demonstration of the concepts learned.
A significant portion of the course is dedicated to converting pre-trained TensorFlow models (built with Python) into a JSON format compatible with TensorFlow.js. You’ll explore pre-converted models like a toxicity classifier for NLP and MobileNet for image recognition. The highlight of this section is the hands-on experience of training your own model in Python and converting it for browser execution.
Finally, the course covers transfer learning with pre-trained models. This module is where you’ll consolidate your knowledge by building a complete website. This project involves capturing data from a webcam and retraining MobileNet to recognize Rock, Paper, Scissors gestures. It’s a comprehensive project that showcases the practical application of everything you’ve learned.
Overall, “Browser-based Models with TensorFlow.js” is a highly recommended course for its clear explanations, practical examples, and the valuable skill of implementing ML directly in the browser. It’s an essential step for anyone aiming to deploy machine learning solutions effectively.
Enroll Course: https://www.coursera.org/learn/browser-based-models-tensorflow