Implementing Machine Learning for the Offline Web with TensorFlow.js

Offline Web apps are finally a thing. The cleverest of ideas which were previously only imagination, are now reality.

Thanks to the various storage mechanisms provided by modern browsers, it is now possible to save machine learning models directly on the client side. You can then use these to produce outputs without requiring a connection with the server.

This post demonstrates how to do that.

Continue reading “Implementing Machine Learning for the Offline Web with TensorFlow.js”

This Week I Learned #5

This week, I came across two pieces of news that would make any Web developer jump with joy.

Till now, Progressive Web Apps could just be added to your home screen, and that was it. That was as far as you could go. This week, the Chrome team announced that soon, users will be able to “install” web apps to their device. This means, the apps will get their own storage, notifications and app drawer listing. They will essentially be turned into APKs on the fly, from what I understand.

Furthermore, Chrome is also implementing the Web Share API, which lets you provide a “share” functionality that is integrated into the user’s device, and your users can carry your content to whatever app they wish. Far better than the generic limited social network buttons in your footer.

These, along with the numerous other efforts going on to provide standards-based native functionalities to the Web, make me extremely excited about the future of the Web. I hope to share more such news in the coming weeks.

Intending no pun,
Darshak

This Week I Learned #2: Takeaways from CDS 2016

This week, some breaking news took over the social media, and Twitter alone was not enough to give me my weekly dose of knowledge. I ended up watching some talks from the Chrome Dev Summit, which happened towards the end of the week. Continue reading “This Week I Learned #2: Takeaways from CDS 2016”

How to Write Unfancy Web Apps

Ever since the advent of HTML5 and ES6, the web is moving forward at the speed of the Millennium Falcon.

While the world was still in awe at Angular’s superpowers, the React phenomenon happened. And while the average corporate Java dev gets over the overwhelming pace of events, Angular 2 and Polymer will be ready to refill their pile of things to be amazed at.

And that is a good thing. It means better APIs, better developer ergonomics, and most importantly, better resulting products.

However, sometimes people forget that they do not need a Batmobile to get to the grocery store. When you’re building a simple web app that does one small thing, you do not need an MV* framework, with a component-driven view layer, powered by a Swiss Army CSS Toolkit. All you need is the bare minimum abstraction, just enough to save you from the nitty-gritty of the raw JavaScript and CSS. Continue reading “How to Write Unfancy Web Apps”