However, I want to emphasize that Lightning Apps are not just research demos you can build pretty much anything in Lighting, even something like a computer cluster scheduler. That’s because we have to start somewhere, and as machine learning researchers, this is something that can help us to share and present our research more effectively. In this article, however, we will focus on a simple case of building a research demo App from scratch. Lightning Apps are very versatile, and I encourage you to check out the App Gallery to get a taste of what’s already possible. In short, the Lightning framework allows us to build modular, distributed, and dynamic Al applications for both enterprise and the research community. Lightning AI brings together different components and lets us combine and develop Lightning Apps, including those that take deep learning models from training to production. The AI and machine learning communities have developed a huge number of awesome tools and services, ranging from experiment tracking to various interactive frontends. Lightning Apps are based on the open-source Lightning framework that just launched on June 16th, 2022. Setting Up Your Environment and Installing Lightning.Starting with a Minimal App: Hello World.The 3 Pieces of the Core API: A Brief Overview.If you are curious about how Lightning Apps work, this article offers a little glimpse behind the scenes to understand how the core API works. And in Part 3, we will see how we can customize and develop new components for our App.Īs a user, you typically don’t have to build an App from scratch – you are encouraged to explore the App Gallery to see whether an existing App already fits your needs. In Part 2, we will deploy our App to the cloud. In this first part, we will learn what a Lightning App is and how we build a Super Resolution GAN demo. We are going to tackle this in three parts. Why? Because it is 2022, and it is time to explore a more modern take on interacting with, presenting, and sharing our deep learning models. In this post, we will build a Lightning App.
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