When Does Optimizing a Proper Loss Yield Calibration?

Optimizing proper loss functions is popularly believed to yield predictors with good calibration properties; the intuition being that for such losses, the global optimum is to predict the ground-truth probabilities, which is indeed calibrated. However, typical machine learning models are trained to approximately minimize loss over restricted families of predictors, that are unlikely to contain …

The U.S. Chamber of Commerce Foundation and IBM explore generative AI’s applications for skills-based hiring

The recent rise of generative artificial intelligence (AI) including large language models (LLMs) has inspired organizations in every industry to consider how AI can drive innovation. Leaders are increasingly recognizing the power of AI as well as its potential limitations and risks. It’s critical that leaders think carefully about how AI is created and applied and …

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Google at ICCV 2023

Posted by Shaina Mehta, Program Manager, Google Google is proud to be a Platinum Sponsor of the International Conference on Computer Vision (ICCV 2023), a premier annual conference, which is being held this week in Paris, France. As a leader in computer vision research, Google has a strong presence at this year’s conference with 60 …

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Code Llama code generation models from Meta are now available via Amazon SageMaker JumpStart

Today, we are excited to announce Code Llama foundation models, developed by Meta, are available for customers through Amazon SageMaker JumpStart to deploy with one click for running inference. Code Llama is a state-of-the-art large language model (LLM) capable of generating code and natural language about code from both code and natural language prompts. Code …

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The Making of Duet AI – your AI-powered collaborator in Google Cloud

At our Google Cloud Next event this past August, we announced the preview of Duet AI in Google Cloud, which embeds the power of generative AI to provide assistance to Google Cloud users of all types to help them get more done, faster. Since the announcement, we received a huge amount of interest from users …

Ever wondered what those cryptic sampler names like “DPM++ 2s a Karras” actually mean? Look no further.

I was asked to make a top-level post of my comment in a recent thread about samplers, so here it goes. I had been meaning to write up an up-to-date explanation of the sampler names because you really have to dig to learn all of this, as I’ve found out. Any corrections or clarifications welcome! …