Tue.Oct 22, 2024

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7 Popular Multimodal Models and their Uses

Analytics Vidhya

The rapid advancement of artificial intelligence (AI) has led to a new era of models designed to process and generate data across multiple modalities. These include text, images, audio, and video. These multimodal models are increasingly used in various applications, from content creation to advanced analytics. This article will introduce you to the concept of […] The post 7 Popular Multimodal Models and their Uses appeared first on Analytics Vidhya.

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The insideAI News IMPACT 50 List for Q4 2024

insideBIGDATA

The team here at insideAI News is deeply entrenched in keeping the pulse of the big data ecosystem of companies from around the globe. We’re in close contact with the movers and shakers making waves in the technology areas of big data, data science, machine learning, AI and deep learning. Our in-box is filled each day with new announcements, commentaries, and insights about what’s driving the success of our industry so we’re in a unique position to publish our quarterly IMPACT 50 List.

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Introducing Simple, Fast, and Scalable Batch LLM Inference on Mosaic AI Model Serving

databricks

Over the years, organizations have amassed a vast amount of unstructured text data—documents, reports, and emails—but extracting meaningful insights has remained a challenge.

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Get Hired Fast: Trending AI Tool to Find and Apply for Your Dream Job

KDnuggets

Tired of endless job applications? Discover how AI is transforming the job hunt and helping people land their dream careers with just a single click.

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What’s New in Apache Airflow® 3.0—And How Will It Reshape Your Data Workflows?

Speaker: Tamara Fingerlin, Developer Advocate

Apache Airflow® 3.0, the most anticipated Airflow release yet, officially launched this April. As the de facto standard for data orchestration, Airflow is trusted by over 77,000 organizations to power everything from advanced analytics to production AI and MLOps. With the 3.0 release, the top-requested features from the community were delivered, including a revamped UI for easier navigation, stronger security, and greater flexibility to run tasks anywhere at any time.

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Implement Amazon SageMaker domain cross-Region disaster recovery using custom Amazon EFS instances

AWS Machine Learning Blog

Amazon SageMaker is a cloud-based machine learning (ML) platform within the AWS ecosystem that offers developers a seamless and convenient way to build, train, and deploy ML models. Extensively used by data scientists and ML engineers across various industries, this robust tool provides high availability and uninterrupted access for its users. When working with SageMaker, your environment resides within a SageMaker domain, which encompasses critical components like Amazon Elastic File System (Am

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DeepLearning.AI Dropped a New Course

KDnuggets

With the development of AI technologies and tools, the best one can do for their career is stay ahead of the game and continue to upskill.

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More Trending

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5 Lesser-Known Data Transformation Techniques for Better Analysis

KDnuggets

Utilize these transformation techniques in your data workflow.

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Intelligent Data Engineering for Enterprise AI with Databricks and Informatica

databricks

Generative AI holds tremendous promise for how organizations unlock value from their data. However, it also comes with a litany of challenges around.

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MUSCLE: A Model Update Strategy for Compatible LLM Evolution

Machine Learning Research at Apple

Large Language Models (LLMs) are regularly updated to enhance performance, typically through changes in data or architecture. Within the update process, developers often prioritize improving overall performance metrics, paying less attention to maintaining compatibility with earlier model versions. Instance-level degradation (instance regression) of performance from one model version to the next can interfere with a user's mental model of the capabilities of a particular language model.

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Turbocharging GPU Inference at Logically AI

databricks

Founded in 2017, Logically is a leader in using AI to augment clients’ intelligence capability. By processing and analyzing vast amounts of data.

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Agent Tooling: Connecting AI to Your Tools, Systems & Data

Speaker: Alex Salazar, CEO & Co-Founder @ Arcade | Nate Barbettini, Founding Engineer @ Arcade | Tony Karrer, Founder & CTO @ Aggregage

There’s a lot of noise surrounding the ability of AI agents to connect to your tools, systems and data. But building an AI application into a reliable, secure workflow agent isn’t as simple as plugging in an API. As an engineering leader, it can be challenging to make sense of this evolving landscape, but agent tooling provides such high value that it’s critical we figure out how to move forward.

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Applications of Knowledge Graphs in LLM Applications

Data Science Dojo

AI is booming with Large Language Models (LLMs) like GPT-4, which generate impressively human-like text. Yet, they have a big problem: hallucinations. LLMs can confidently produce answers that are completely wrong or made up. This is risky when accuracy matters. But there’s a fix: knowledge graphs. They organize information into connected facts and relationships, giving LLMs a solid factual foundation.

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Rift Between Junior and Senior Developers

O'Reilly Media

I’m worried about AI. I’m not worried about it taking my job. I believe AI is a genuine productivity tool. By which I mean it can make developers produce more. The question is whether those developers are producing something good or not. The difference between an experienced developer and a junior is that an experienced developer knows: There’s more than one good solution to every problem.

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Download free software for data recovery

Dataconomy

When you delete files on a Windows PC, it will be put into the Recycle Bin folder. Usually, the deleted files will remain for 30 days if you don’t empty it or delete files from Recycle Bin. Thus, many users will try to check the Recycle Bin for lost data. But if your files are permanently deleted, it will bypass the Recycle Bin. At this time, employing free software for data recovery will be a good idea.

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Arm is canceling Qualcomm's chip design license

Hacker News

Arm Holdings Plc is canceling a license that allowed longtime partner Qualcomm Inc. to use Arm intellectual property to design chips, escalating a legal dispute over vital smartphone technology.

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How to Modernize Manufacturing Without Losing Control

Speaker: Andrew Skoog, Founder of MachinistX & President of Hexis Representatives

Manufacturing is evolving, and the right technology can empower—not replace—your workforce. Smart automation and AI-driven software are revolutionizing decision-making, optimizing processes, and improving efficiency. But how do you implement these tools with confidence and ensure they complement human expertise rather than override it? Join industry expert Andrew Skoog as he explores how manufacturers can leverage automation to enhance operations, streamline workflows, and make smarter, data-dri

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Towards Data-Centric RLHF: Simple Metrics for Preference Dataset Comparison

Machine Learning Research at Apple

The goal of aligning language models to human preferences requires data that reveal these preferences. Ideally, time and money can be spent carefully collecting and tailoring bespoke preference data to each downstream application. However, in practice, a select few publicly available preference datasets are often used to train reward models for reinforcement learning from human feedback (RLHF).

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Elderly dementia patients are unwittingly fueling political campaigns

Hacker News

A CNN investigation reveals how deceptive political fundraising has misled hundreds of elderly Americans.

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CtrlSynth: Controllable Image-Text Synthesis for Data-Efficient Multimodal Learning

Machine Learning Research at Apple

Pretraining robust vision or multimodal foundation models (e.g., CLIP) relies on large-scale datasets that may be noisy, potentially misaligned, and have long-tail distributions. Previous works have shown promising results in augmenting datasets by generating synthetic samples. However, they only support domain-specific ad hoc use cases (e.g., either image or text only, but not both), and are limited in data diversity due to a lack of fine-grained control over the synthesis process.

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Computer use, a new Claude 3.5 Sonnet, and Claude 3.5 Haiku

Hacker News

A refreshed, more powerful Claude 3.5 Sonnet, Claude 3.5 Haiku, and a new experimental AI capability: computer use.

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Automation, Evolved: Your New Playbook for Smarter Knowledge Work

Speaker: Frank Taliano

Documents are the backbone of enterprise operations, but they are also a common source of inefficiency. From buried insights to manual handoffs, document-based workflows can quietly stall decision-making and drain resources. For large, complex organizations, legacy systems and siloed processes create friction that AI is uniquely positioned to resolve.

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Mark Cuban: If I were 16 again, I’d start this lucrative side hustle—it can pay 6 figures a year and doesn't require a degree

Flipboard

If billionaire entrepreneur and investor Mark Cuban was a teenager again, and in need of cash, he'd start one specific side hustle in just three steps.

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The Dawn of a New Era for Supernova 1987a

Hacker News

Three decades ago, astronomers spotted one of the brightest exploding stars in more than 400 years. Since that first sighting, SN 1987A has continued to fascinate astronomers with its spectacular light show. To commemorate the supernova's 30th anniversary, new observations and a 3-D model are being released.

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AI Reduces Pedestrian Collisions With Smart Crosswalks

Smart Data Collective

Smart crosswalks are one of the latest examples of the ways that AI is making us safer.

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Meta Bans Accounts Tracking Private Jets for Zuckerberg, Musk

Hacker News

Facebook parent company Meta Platforms Inc. has removed several accounts across Threads and Instagram that were used to track celebrities’ private jets, including the jet owned by its Chief Executive Officer Mark Zuckerberg, citing a risk of “physical harm.

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How to Achieve High-Accuracy Results When Using LLMs

Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage

When tasked with building a fundamentally new product line with deeper insights than previously achievable for a high-value client, Ben Epstein and his team faced a significant challenge: how to harness LLMs to produce consistent, high-accuracy outputs at scale. In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation m

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Fulbright Award Winner Closes Data Skills Gap for Students and Teachers

Tableau

Danika Harrod October 22, 2024 - 5:46pm Larissa Amoroso Vice President, Tableau Community, Tableau Tableau Academic Ambassador Dr. Mary Dunaway has spent years empowering students and educators with skills such as data visualization. Now, she's taking her passion for data to the global stage, having been awarded a prestigious Fulbright U.S. Scholar Program Award to share her expertise at the University of Eswatini.

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Writer Underwriting Writer

Hacker News

Blair Kamin ended his 28-year run as the Chicago Tribune’s Pulitzer Prize-winning architecture critic with a Jan. 13, 2021 column that concluded: “Imagine Chicago without a full-time skyline watchdog. Schlock developers and hack architects would welcome the lack of scrutiny.

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The Blurring Lines Between AI Academia and Industry

Dataconomy

The world of AI research is in constant flux, with breakthroughs emerging at a dizzying pace. But where are these advancements happening? While universities have traditionally been the hotbed of scientific discovery, a significant shift is underway. Increasingly, big tech companies play a pivotal role in AI research, blurring the lines between academia and industry.

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The Forest Service Is Losing 2,400 Jobs–Including Most of Its Trail Workers

Hacker News

In response to a shrinking budget, the land management agency is suspending seasonal hiring next year. Public lands will bear the cost.

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Maximizing Profit and Productivity: The New Era of AI-Powered Accounting

Speaker: Yohan Lobo and Dennis Street

In the accounting world, staying ahead means embracing the tools that allow you to work smarter, not harder. Outdated processes and disconnected systems can hold your organization back, but the right technologies can help you streamline operations, boost productivity, and improve client delivery. Dive into the strategies and innovations transforming accounting practices.

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Zoom x Suki partnership will power AI medical scribes

Dataconomy

The demand for AI medical assistants and scribes has surged over the past year, with startups in the space rapidly growing to help healthcare providers save time on documentation. Now, established players want a piece of the action. Zoom, the most popular video-conferencing platform in the U.S. for telehealth visits, is stepping into the medical AI arena with a partnership with Suki, an AI scribe startup.

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We built a new powerful JSON data type for ClickHouse

Hacker News

We’re excited to introduce our new and significantly enhanced JSON data type, purpose-built to deliver high-performance handling of JSON data. Our core engineer, Pavel Kruglov, dives into how we built this feature on top of ClickHouse's columnar storage.

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Apple Intelligence is “not first, but best” Tim Cook says

Dataconomy

Apple CEO Tim Cook, in a recent interview, addressed criticisms about the company’s perceived delay in adopting artificial intelligence. Speaking with Ben Cohen of The Wall Street Journal , Cook outlined why Apple has taken its time in rolling out AI features. Apple Intelligence: “Not first, but best” Competitors like Google Gemini and OpenAI’s ChatGPT seem to be speeding ahead in the race for AI dominance.

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'Visual clutter' alters information flow in the brain

Hacker News

Too much stuff in the periphery of our vision can make it difficult to identify what we’re seeing. Yale researchers now know how that clutter affects the brain.

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The 2nd Generation of Innovation Management: A Survival Guide

Speaker: Chris Townsend, VP of Product Marketing, Wellspring

Over the past decade, companies have embraced innovation with enthusiasm—Chief Innovation Officers have been hired, and in-house incubators, accelerators, and co-creation labs have been launched. CEOs have spoken with passion about “making everyone an innovator” and the need “to disrupt our own business.” But after years of experimentation, senior leaders are asking: Is this still just an experiment, or are we in it for the long haul?