Mon.Nov 25, 2024

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What Nobody Tells You About Deploying GenAI

Precisely

Large Language Models (LLMs) became popular after the release of ChatGPT two years ago. The idea of chatting with an AI through a browser significantly reduced the technical barriers, making LLMs the fastest-growing platform globally. Since then, ChatGPT-like applications have surged in popularity, driven by their ease of use and groundbreaking innovations.

AWS 111
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Streaming Langchain: Real-time Data Processing with AI

Data Science Dojo

As the world becomes more interconnected and data-driven, the demand for real-time applications has never been higher. Artificial intelligence (AI) and natural language processing (NLP) technologies are evolving rapidly to manage live data streams. They power everything from chatbots and predictive analytics to dynamic content creation and personalized recommendations.

AI 370
professionals

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Exploring GraphRAG from Theory to Implementation

Analytics Vidhya

GraphRAG adopts a more structured and hierarchical method to Retrieval Augmented Generation (RAG), distinguishing itself from traditional RAG approaches that rely on basic semantic searches of unorganized text snippets. The process begins by converting raw text into a knowledge graph, organizing the data into a community structure, and summarizing these groupings.

Analytics 290
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China and UK trail as U.S. reigns supreme in AI development

Dataconomy

The United States remains the world leader in artificial intelligence innovation, according to a newly released Stanford University index. The Stanford Institute for Human-Centered AI’s Global Vibrancy Tool 2024 assesses AI development across 36 countries, ranking the U.S. first, followed by China and the United Kingdom. The index measures various indicators of AI activity, including research output, private investment, and patenting efforts.

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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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Mark Landry’s Journey: From Kaggle to H2O.ai

Analytics Vidhya

In this Leading with Data, Mark Landry, a distinguished Director of Data Science & Product at H2O.ai and a renowned Kaggle Grandmaster, shares his unique perspective on the evolution of AI. With his impressive ranking and extensive experience, Mark has been at the forefront of data-driven innovation. In this article, we explore Mark’s journey, from […] The post Mark Landry’s Journey: From Kaggle to H2O.ai appeared first on Analytics Vidhya.

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Salesforce CEO says LLM capabilities are nearing their limit

Dataconomy

Marc Benioff, CEO of Salesforce, stated that the future of artificial intelligence (AI) focuses on autonomous agents instead of large language models (LLMs), claiming that the latter have reached their “upper limits.” In a recent episode of The Wall Street Journal ‘s “ Future of Everything ” podcast on November 23, Benioff argued that society has become overly reliant on tools like ChatGPT, leading to inflated expectations regarding AI’s capabilities.

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John Snow Labs Medical LLMs are now available in Amazon SageMaker JumpStart

AWS Machine Learning Blog

Today, we are excited to announce that John Snow Labs’ Medical LLM – Small and Medical LLM – Medium large language models (LLMs) are now available on Amazon SageMaker Jumpstart. Medical LLM is optimized for the following medical language understanding tasks: Summarizing clinical encounters – Summarizing discharge notes, progress notes, radiology reports, pathology reports, and various other medical reports Question answering on clinical notes or biomedical research – Answering questions about a

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Guide to Build a Math Problem Solver Chat App with LangChain

Analytics Vidhya

Ever wished you had a personal tutor to help you solve tricky math problems? In this article, we’ll explore how to build a math problem solver chat app using LangChain, Gemma 9b, Llama 3.2 Vision and Streamlit. Our app will not only understand and solve text-based math problems but also able to solve image-based questions. […] The post Guide to Build a Math Problem Solver Chat App with LangChain appeared first on Analytics Vidhya.

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Booting Databricks VMs 7x Faster for Serverless Compute

databricks

The Databricks Serverless compute infrastructure launches and manages millions of virtual machines (VMs) each day across three major cloud providers, and it is.

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SLMs vs LLMs: The Ultimate Comparison Guide

Analytics Vidhya

The artificial intelligence landscape is evolving with two competing approaches in language models. On one hand, Large Language Models (LLMs) like GPT-4 and Claude, trained on extensive datasets, are handling increasingly complex tasks each day. On the other side, Small Language Models (SLMs) are emerging, providing efficient solutions while still delivering commendable performance.

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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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5 Tips for Building Scalable Data Pipelines

KDnuggets

Building data pipelines is a very important skill that you should learn as a data engineer. A data pipeline is just a series of procedures that transport data from one location to another, frequently changing it along the way.

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From Traditional to AI-Native: The Next Era of Applications & Databases

Analytics Vidhya

In this Leading with Data session, we are joined by Bob Van Luijt, CEO of Weaviate. Together, we explore the shift to AI-native applications, the importance of open-source communities, and advancements in AI databases. Discover how Weaviate drives innovation, the role of generative feedback loops, and tips for building impactful AI projects in today’s dynamic […] The post From Traditional to AI-Native: The Next Era of Applications & Databases appeared first on Analytics Vidhya.

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Empowering Business Users with Self-Service Data Intelligence

databricks

Introduction Data is power. According to McKinsey, "Banks own more customer data than companies in most other industries, but they are behind many.

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AI’s Role in Finance: A Conversation with Eleni Verteouri

Analytics Vidhya

In this Leading with Data episode, Eleni Verteouri, AI Tech Lead and Director at UBS, shares her invaluable insights on the transformative journey of AI in finance. With over a decade of experience in model development and a prestigious Forbes Cyprus 20 Women in Tech Award 2024 recognition, Eleni has been at the forefront of […] The post AI’s Role in Finance: A Conversation with Eleni Verteouri appeared first on Analytics Vidhya.

Analytics 208
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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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GenAI in corporate finance: Redefining data-driven insights

Dataconomy

In today’s rapidly evolving business landscape, where data is abundant but insight can be elusive, elite consulting firms are leveraging the power of generative AI (GenAI) to transform corporate finance. At the forefront of this transformation is Kirill Iaroshenko, a senior management consultant at a global consulting powerhouse, specializing in financial technology and digital transformations.

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Tealium and Databricks: Providing Real-Time Insights and AI-Driven Customer Experiences

databricks

In today's rapidly changing digital world, consumer data protection and privacy regulations are reshaping how businesses interact with their customers. These changes can.

AI 276
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AWS achieves ISO/IEC 42001:2023 Artificial Intelligence Management System accredited certification

AWS Machine Learning Blog

Amazon Web Services (AWS) is excited to be the first major cloud service provider to announce ISO/IEC 42001 accredited certification for AI services, covering: Amazon Bedrock , Amazon Q Business , Amazon Textract , and Amazon Transcribe. ISO/IEC 42001 is an international management system standard that outlines requirements and controls for organizations to promote the responsible development and use of AI systems.

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Xcel Energy: Developing a RAG-based Chatbot on Databricks

databricks

"We are delving deeper into the capabilities of MLFlow tracing. This functionality will be instrumental in diagnosing performance issues and enhancing the quality.

AI 260
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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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Connect SharePoint Online to Amazon Q Business using OAuth 2.0 ROPC flow authentication

AWS Machine Learning Blog

Enterprises face significant challenges accessing and utilizing the vast amounts of information scattered across organization’s various systems. What if you could simply ask a question and get instant, accurate answers from your company’s entire knowledge base, while accounting for an individual user’s data access levels? Amazon Q Business is a game changing AI assistant that’s revolutionizing how enterprises interact with their data.

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Bridging the AI Adoption Gap: Industry Trends and Insights from Women Leaders in Data & AI

databricks

In the rapidly evolving landscape of AI, organizations across all industries are eager to harness its transformational power. However, successful AI utilization and.

AI 221
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Deploy Meta Llama 3.1 models cost-effectively in Amazon SageMaker JumpStart with AWS Inferentia and AWS Trainium

AWS Machine Learning Blog

We’re excited to announce the availability of Meta Llama 3.1 8B and 70B inference support on AWS Trainium and AWS Inferentia instances in Amazon SageMaker JumpStart. Meta Llama 3.1 multilingual large language models (LLMs) are a collection of pre-trained and instruction tuned generative models. Trainium and Inferentia, enabled by the AWS Neuron software development kit (SDK), offer high performance and lower the cost of deploying Meta Llama 3.1 by up to 50%.

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Announcing the Winners of the Generative AI World Cup

databricks

We are thrilled to announce the winners of the Generative AI World Cup! This event brought together over 1500 data scientists and AI.

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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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How 123RF saved over 90% of their translation costs by switching to Amazon Bedrock

AWS Machine Learning Blog

In the rapidly evolving digital content industry, multilingual accessibility is crucial for global reach and user engagement. 123RF , a leading provider of royalty-free digital content, is an online resource for creative assets, including AI-generated images from text. In 2023, they used Amazon OpenSearch Service to improve discovery of images by using vector-based semantic search.

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The Surprisingly Sunny Origins of the Frankfurt School

Hacker News

When a group of German Marxists arrived in Naples in the nineteen-twenties, they found a way of life that made them rethink modernity.

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Anthropic proposes a new way to connect data to AI chatbots

Flipboard

Anthropic is proposing a new standard for connecting AI assistants to the systems where data resides. Called the Model Context Protocol, or MCP for short, Anthropic says the standard, which it open sourced today, could help AI models produce better, more relevant responses to queries.

AI 181
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Sombrero Galaxy dazzles in new James Webb image

Hacker News

In a new image from NASA’s James Webb Space Telescope, a galaxy named for its resemblance to a broad-brimmed Mexican hat appears more like an archery target.

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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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ChatGPT was tasked with designing a website. The result was as manipulative as you'd expect

Flipboard

In a new study, researchers found that ChatGPT creates websites full of deceptive patterns. Generative AI is increasingly being used in all aspects of design, from graphic design to web design.

AI 181
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Cybertruck's Many Recalls Make It Worse Than 91 Percent of All 2024 Vehicles

Hacker News

Since launch, Tesla’s polarizing electric pickup has been beset by quality issues, and is now heading to be one of the most unreliable EVs made yet. Strangely, Cybertruck owners may not care one bit.

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Gen Z are all using AI to get their work done, study finds

Flipboard

Twenty-something knowledge workers are pretty much all using generative AI tools, finds a survey out Monday from Google Workspace.

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Introducing The Model Context Protocol

Hacker News

The Model Context Protocol (MCP) is an open standard for connecting AI assistants to the systems where data lives, including content repositories, business tools, and development environments. Its aim is to help frontier models produce better, more relevant responses.

AI 182
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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?