Understand Model Behavior During Training by Visualizing Metrics

You can learn a lot about neural networks and deep learning models by observing their performance over time during training. For example, if you see the training accuracy went worse with training epochs, you know you have issue with the optimization. Probably your learning rate is too fast. In this post, you will discover how …

A1111 ControlNet extension – explained like you’re 5

What is it? ControlNet adds additional levels of control to Stable Diffusion image composition. Think Image2Image juiced up on steroids. It gives you much greater and finer control when creating images with Txt2Img and Img2Img. This is for Stable Diffusion version 1.5 and models trained off a Stable Diffusion 1.5 base. Currently, as of 2023-02-23, …

5 Email Marketing Strategies to Boost Engagement in 2023

Marketers who rely on email campaigns to capture customer attention face a complicated, ever-changing environment. An estimated 333.2 billion emails were sent and received daily in 2022. The average office worker receives 120 emails per day. This over-abundance can create email fatigue that lessens the impact of your email marketing strategies. When subscribers feel overwhelmed …

our intentions

Planning for AGI and beyond

Our mission is to ensure that artificial general intelligence—AI systems that are generally smarter than humans—benefits all of humanity. If AGI is successfully created, this technology could help us elevate humanity by increasing abundance, turbocharging the global economy, and aiding in the discovery of new scientific knowledge that changes the limits of possibility. AGI has …

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A vision-language approach for foundational UI understanding

Posted by Yang Li, Research Scientist, and Gang Li, Software Engineer, Google Research The computational understanding of user interfaces (UI) is a key step towards achieving intelligent UI behaviors. Previously, we investigated various UI modeling tasks, including widget captioning, screen summarization, and command grounding, that address diverse interaction scenarios such as automation and accessibility. We …