Wed.Nov 13, 2024

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The Role of Data Engineering in AI and Machine Learning Projects

Dataversity

Artificial intelligence and machine learning are revolutionizing nearly every industry, from healthcare and finance to manufacturing and entertainment. Intelligent assistants, self-driving cars, facial recognition systems, and many other contributions are on the list. However, behind the glitz and glamor of these advancements, there is an underappreciated field: data engineering.

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AI Hallucinations Are Inevitable—Here’s How We Can Reduce Them

insideBIGDATA

In this contributed article, Ulrik Stig Hansen, President and Co-Founder of Encord, discusses the reality – AI hallucinations aren’t bugs in the system—they’re features of it. No matter how well we build these models, they will hallucinate. Instead of chasing the impossible dream of eliminating hallucinations, our focus should be on rethinking model development to reduce their frequency and implementing additional steps to mitigate the risks they pose.

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Build Your Own YT and Web Summarizer with LangChain

Analytics Vidhya

In the age of information overload, it’s easy to get lost in the large amount of content available online. YouTube offers billions of videos, and the internet is filled with articles, blogs, and academic papers. With such a large volume of data, it’s often difficult to extract useful insights without spending hours reading and watching. […] The post Build Your Own YT and Web Summarizer with LangChain appeared first on Analytics Vidhya.

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Wealth Management Firms Expected to More Than Double AI Budgets

insideBIGDATA

Wipro Limited, a leading technology services and consulting company, unveiled insights from its report, "AI in Wealth Management: Navigating an Evolving Data-Driven Landscape." The report, based on a survey conducted among 100 executives in the U.S., examines how artificial intelligence (AI) is changing the wealth management landscape and emphasizes the importance of strategic investments in technology infrastructure.

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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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Workers feel embarrassed using AI tools at work

Dataconomy

Many workers say they’re embarrassed to use AI at work. The latest research from Slack reveals a troubling plateau in AI tool adoption among workers, with many feeling both anxious and embarrassed about utilizing these technologies in their roles. Over the past few months, just a modest increase from 32% to 33% in reported AI usage has been noted, despite a compelling desire from executives for employees to engage more with AI.

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Transcribe, translate, and summarize live streams in your browser with AWS AI and generative AI services

AWS Machine Learning Blog

Live streaming has been gaining immense popularity in recent years, attracting an ever-growing number of viewers and content creators across various platforms. From gaming and entertainment to education and corporate events, live streams have become a powerful medium for real-time engagement and content consumption. However, as the reach of live streams expands globally, language barriers and accessibility challenges have emerged, limiting the ability of viewers to fully comprehend and participa

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Build a reverse image search engine with Amazon Titan Multimodal Embeddings in Amazon Bedrock and AWS managed services

AWS Machine Learning Blog

In ecommerce, visual search technology revolutionizes how customers find products by enabling them to search for products using images instead of text. Shoppers often have a clear visual idea of what they want but struggle to describe it in words, leading to inefficient and broad text-based search results. For example, searching for a specific red leather handbag with a gold chain using text alone can be cumbersome and imprecise, often yielding results that don’t directly match the user’s intent

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Prepare to chat about your files with Gemini Live

Dataconomy

Google’s Gemini Live is set to revolutionize the way users engage with uploaded files, moving beyond simple question-and-answer interactions. Currently catering to Gemini Advanced users, the platform will soon facilitate direct conversations about uploaded files, enhancing productivity and user experience. Although the feature isn’t functional yet, hints in the latest APK teardown by Android Authority suggest that Gemini Live will prompt users to engage with their uploaded content, p

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Getting Addicted to Coding

KDnuggets

Check out this guide to coding for unmotivated students.

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8 Generative AI Trends that will Define Businesses in 2025

Analytics Vidhya

The world today is powered by state-of-the-art generative AI models that offer new features and applications every day. In 2024, with AI Agents, AI adoption hit a new high, sparking a revolution in almost every industry. Owing to the ongoing developments in the field of generative AI, 65% of firms polled by McKinsey are already […] The post 8 Generative AI Trends that will Define Businesses in 2025 appeared first on Analytics Vidhya.

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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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Improve governance of models with Amazon SageMaker unified Model Cards and Model Registry

AWS Machine Learning Blog

You can now register machine learning (ML) models in Amazon SageMaker Model Registry with Amazon SageMaker Model Cards , making it straightforward to manage governance information for specific model versions directly in SageMaker Model Registry in just a few clicks. Model cards are an essential component for registered ML models, providing a standardized way to document and communicate key model metadata, including intended use, performance, risks, and business information.

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Scaling MATLAB and Simulink models with Databricks and Mathworks

databricks

Whether you’re coming from healthcare, aerospace, manufacturing, government or any other industries the term big data is no foreign concept; however how that.

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Multilingual content processing using Amazon Bedrock and Amazon A2I

AWS Machine Learning Blog

The market size for multilingual content extraction and the gathering of relevant insights from unstructured documents (such as images, forms, and receipts) for information processing is rapidly increasing. The global intelligent document processing (IDP) market size was valued at $1,285 million in 2022 and is projected to reach $7,874 million by 2028 ( source ).

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What is Agentic AI Multi-Agent Pattern?

Analytics Vidhya

Finally, we have reached the fifth article of the series “Agentic AI Design Patterns.” Today, we will discuss the 4th pattern: the Agentic AI Multi-Agent Pattern. Before digging into it, let’s refresh our knowledge of the first three patterns – The Reflection Pattern, Tool Use Pattern, and Planning Pattern. These design patterns represent essential frameworks […] The post What is Agentic AI Multi-Agent Pattern?

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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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Accelerate your financial statement analysis with Amazon Bedrock and generative AI

AWS Machine Learning Blog

The financial and banking industry can significantly enhance investment research by integrating generative AI into daily tasks like financial statement analysis. By taking advantage of advanced natural language processing (NLP) capabilities and data analysis techniques, you can streamline common tasks like these in the financial industry: Automating data extraction – The manual data extraction process to analyze financial statements can be time-consuming and prone to human errors.

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Advanced Attention Mechanisms — II

Towards AI

Last Updated on November 13, 2024 by Editorial Team Author(s): Arion Das Originally published on Towards AI. flash attention (from source) Flash Attention.You can refer to it’s predecessors here: KV cache, sliding window attention, MHA, MQA, uptraining, & GQA. These methods were employed to bring down memory and compute requirements, but at the cost of quality degradation.

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Securing the Future: How AI Gateways Protect AI Agent Systems in the Era of Generative AI

databricks

Generative AI has become a powerful reality, transforming industries by enhancing customer experiences and automating decisions. As organizations integrate AI agent systems into.

AI 210
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Cisco launches Wi-Fi 7 access points with AI-native features

Dataconomy

Cisco has launched new Wi-Fi 7 access points (APs), featuring AI-native capabilities and a unified subscription model, aiming to enhance connectivity, security, and experience for enterprises. Key features and capabilities of Cisco’s new Wi-Fi 7 APs During the recent Cisco Live APJC event in Melbourne, Tom Gillis, senior vice president and general manager of the Cisco Security Business Group, introduced these next-generation Wi-Fi 7 access points.

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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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OpenAI Nears Launch of AI Agent Tool to Automate Tasks for Users

Flipboard

The new software, codenamed “Operator,” is set to be released in January.

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OpenAI, Google and Anthropic are struggling to build more advanced AI

Hacker News

Three of the leading artificial intelligence companies are seeing diminishing returns from their costly efforts to develop newer models.

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OpenAI Nears Launch of AI Agent Tool to Automate Tasks for Users

Flipboard

The new software, codenamed “Operator,” is set to be released in January.

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The Cosmos Teams with Complex Organic Molecules

Hacker News

Wherever astronomers look, they see life’s raw materials.

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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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The AI lab waging a guerrilla war over exploitative AI

Flipboard

The tools Glaze and Nightshade are giving artists hope that they can fight back against AI that hoovers internet data to train. Are they enough?

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WebVM 2.0: A complete Linux Desktop Environment in the browser via WebAssembly

Hacker News

WebVM is a full Linux environment running in the browser, client-side. It is a complete virtual machine, with support for persistent data storage, networking and, as of today’s release, Xorg and complete desktop environments. This article will explain the WebVM architecture, how the main components work, and what you can build with this technology.

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DeepL launches DeepL Voice, real-time, text-based translations from voices and videos

Flipboard

DeepL has made a name for itself with online text translation it claims is more nuanced and precise than services from the likes of Google — a pitch that has catapulted the German startup to a valuation of $2 billion and more than 100,000 paying customers.

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Teen Behind Hundreds of Swatting Attacks Pleads Guilty to Federal Charges

Hacker News

Alan Filion, believed to have operated under the handle “Torswats,” admitted to making more than 375 fake threats against schools, places of worship, and government buildings around the United States.

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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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RIP to RPA: The Rise of Intelligent Automation | Andreessen Horowitz

Flipboard

As AI turns labor into software, the opportunity to productize external professional services (e.g., in legal or accounting) has become a hot topic.

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Qwen2.5-Coder-32B is an LLM that can code well that runs on my Mac

Hacker News

There’s a whole lot of buzz around the new Qwen2.5-Coder Series of open source (Apache 2.0 licensed) LLM releases from Alibaba’s Qwen research team.

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Elon Musk's massive AI data center gets unlocked — xAI gets approved for 150MW of power, enabling all 100,000 GPUs to run concurrently

Flipboard

The Tennessee Valley Authority approved xAI's request for 150MW to power its AI supercomputer used for training Grok.

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Grab built its own map in Southeast Asia, and is now going after Google

Hacker News

Grab’s 5 million drivers helped build a hyperlocal map system to compete with Google Maps because its maps were inadequate for drivers’ needs.

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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?