When is Multicalibration Post-Processing Necessary?

Calibration is a well-studied property of predictors which guarantees meaningful uncertainty estimates. Multicalibration is a related notion — originating in algorithmic fairness — which requires predictors to be simultaneously calibrated over a potentially complex and overlapping collection of protected subpopulations (such as groups defined by ethnicity, race, or income). We conduct the first comprehensive study …

process flow slack connector

Unlock the knowledge in your Slack workspace with Slack connector for Amazon Q Business

Amazon Q Business is a fully managed, generative AI-powered assistant that you can configure to answer questions, provide summaries, generate content, and complete tasks based on your enterprise data. Amazon Q Business offers over 40 built-in connectors to popular enterprise applications and document repositories, including Amazon Simple Storage Service (Amazon S3), Salesforce, Google Drive, Microsoft …

Here is What is Coming this Month

This Week in AI: Meetups, Courses, and Community News Welcome to this week’s edition of ChatBots Life Update, where we aim to provide you with the most crucial AI information in just 5 minutes. Here is what’s in store: 💪 Upcoming Online Meetup: Join us and Say Hi 🎁 Big Content Update: Courses, Deep Dives & Case Studies 👥 …

Introducing Netflix TimeSeries Data Abstraction Layer

By Rajiv Shringi, Vinay Chella, Kaidan Fullerton, Oleksii Tkachuk, Joey Lynch Introduction As Netflix continues to expand and diversify into various sectors like Video on Demand and Gaming, the ability to ingest and store vast amounts of temporal data — often reaching petabytes — with millisecond access latency has become increasingly vital. In previous blog posts, we introduced the Key-Value …

ml17030 image001

Efficient Pre-training of Llama 3-like model architectures using torchtitan on Amazon SageMaker

This post is co-written with Less Wright and Wei Feng from Meta Pre-training large language models (LLMs) is the first step in developing powerful AI systems that can understand and generate human-like text. By exposing models to vast amounts of diverse data, pre-training lays the groundwork for LLMs to learn general language patterns, world knowledge, and …

AUI’s Apollo offers businesses the next generation of AI agents on Google Cloud

At Google Cloud, we’re always looking for ways to help our B2B and B2C customers advance their digital transformation through conversational AI, no matter their starting point. Whether you’re an enterprise aiming to modernize and deliver AI-powered conversational experiences to your customers, or a leading CPG company implementing new engagement models with intelligent agents, the …

02AxWJ7LniBwzqvo111

Voice Assistants: The Profit, Accessibility, and Speed Trifecta for Modern Businesses

Amazon’s Alexa, Apple’s Siri, Microsoft’s Cortana, and Samsung’s Bixby are prime voice assistant examples (VAs), but the technology itself is no longer limited to megacorporations. Instead, these intelligent systems are increasingly being embraced at the enterprise level. This new wave of adoption is evident in recent statistics: In the US, there are about 146 million …

Improving How Machine Translations Handle Grammatical Gender Ambiguity

Machine Translation (MT) enables people to connect with others and engage with content across language barriers. Grammatical gender presents a difficult challenge for these systems, as some languages require specificity for terms that can be ambiguous or neutral in other languages. For example, when translating the English word “nurse” into Spanish, one must decide whether …