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In artificial intelligence, evaluating the performance of language models presents a unique challenge. Unlike image recognition or numerical predictions, language quality assessment doesn’t yield to simple binary measurements. Enter BLEU (Bilingual Evaluation Understudy), a metric that has become the cornerstone of machine translation evaluation since its introduction by IBM researchers in 2002.
[link] In what is becoming an annual tradition for the @HPCpodcast, we present “Live from Nvidia GTC 2025,” covering highlights from the Nvidia extravaganza with an AI-everywhere theme.
IT operations teams face the challenge of providing smooth functioning of critical systems while managing a high volume of incidents filed by end-users. Manual intervention in incident management can be time-consuming and error prone because it relies on repetitive tasks, human judgment, and potential communication gaps. Using generative AI for IT operations offers a transformative solution that helps automate incident detection, diagnosis, and remediation, enhancing operational efficiency.
Digital documents have long presented a dual challenge for both human readers and automated systems: preserving rich structural nuances while converting content into machine-processable formats. Traditional methods, whether relying on complex ensemble pipelines or massive foundational models, often struggle to balance accuracy with computational efficiency.
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
This is a collection of (mostly) pen-and-paper exercises in machine learning. The exercises are on the following topics: linear algebra, optimisation, directed graphical models, undirected graphical models, expressive power of graphical models, factor graphs and message passing, inference for hidden Markov models, model-based learning (including ICA and unnormalised models), sampling and Monte-Carlo integration, and variational inference.
Large language models answer questions using the knowledge they learned during training. This fixed knowledge base limits them. They can’t give you current or highly specific information. Retrieval-Augmented Generation (RAG) helps by letting LLMs pull in external data, but even RAG needs help with complex questions. Adaptive RAG offers a solution.
Youd think predicting dementia death rates or mapping city noise would require teams of experts, ground surveys, and satellite imaging firms. But a new AI modeldeveloped by researchers at Beijing Jiaotong University and the University of Montrealclaims it can do all of that at once, just by looking at maps, tweets, and images. The system is called OmniGeo , and if the research lives up to its promise, it could redefine how we read cities, disasters, and human environments in real time.
Youd think predicting dementia death rates or mapping city noise would require teams of experts, ground surveys, and satellite imaging firms. But a new AI modeldeveloped by researchers at Beijing Jiaotong University and the University of Montrealclaims it can do all of that at once, just by looking at maps, tweets, and images. The system is called OmniGeo , and if the research lives up to its promise, it could redefine how we read cities, disasters, and human environments in real time.
Tired of manually sifting through hours of audio to find key insights? This guide teaches you to build an AI-powered chatbot that transforms recordings – meetings, podcasts, interviewsinto interactive conversations. Using AssemblyAI for precise transcription with speaker labels, Qdrant for fast data storage, and DeepSeek-R1 via SambaNova Cloud for smart responses, youll create a RAG […] The post Build an Audio RAG with AssemblyAI, Qdrant & DeepSeek-R1 appeared first on Analytics
All My Blog Posts In OnePlace (And its not thisplace.) If youre one of my 178,000 readers here on medium.com, I invite you to join me for a last hurrah before I migrate my articles from this hallowed platform to my newsletter and I offer you something in what might be our mutual love language: a spreadsheet! This spreadsheet. In it, youll find a link to every single medium.com blog post Ive ever published, along with its FriendLink.
Bloomberg Law announced its participation in Legalweek, where it will highlight its commitment to enhancing legal professionals’ efficiency through advanced AI-powered solutions and workflow tools. The company will showcase its latest innovations, designed to empower attorneys in a rapidly evolving legal and technological landscape. At Legalweek, Bloomberg Law will feature its comprehensive legal technology, focusing on: AI-powered legal intelligence solutions: Newly released tools like Co
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?
Databricks Apps provide a robust platform for building and hosting interactive applications. React is great for building modern, dynamic web applications that need to update.
Cybersecurity is increasingly crucial in our digitized world, where personal, financial, and corporate data are constantly at risk of exposure. As cyber threats evolve and become more sophisticated, the need for effective cybersecurity measures is paramount. Organizations must adapt to an array of challenges, employing a multifaceted approach to safeguarding their assets and maintaining trust with their clients.
For the Washington Post, Emily Giambalvo, Kati Perry, and Jesse Dougherty analyze the playing time for players who transferred from another program. To understand the phenomenon and its impact, look no further than the mens and womens NCAA tournament fields. On the mens side, 53 percent of all rotation players previously logged minutes at another Division I school, according to a Washington Post analysis.
Golden datasets play a pivotal role in the realms of artificial intelligence (AI) and machine learning (ML). They provide a foundation for training algorithms, ensuring that models can make accurate decisions and predictions. As AI technology continues to evolve, the significance of these meticulously curated data collections becomes increasingly apparent.
In this new webinar, Tamara Fingerlin, Developer Advocate, will walk you through many Airflow best practices and advanced features that can help you make your pipelines more manageable, adaptive, and robust. She'll focus on how to write best-in-class Airflow DAGs using the latest Airflow features like dynamic task mapping and data-driven scheduling!
Natural Language Processing (NLP) is revolutionizing the way we interact with technology. By enabling computers to understand and respond to human language, NLP opens up a world of possibilitiesfrom enhancing user experiences in chatbots to improving the accuracy of search engines. This remarkable intersection of AI, machine learning, and linguistics is shaping the future of communication in profound ways.
In a moment of clarity after initially moving forward a deeply flawed piece of legislation, the French National Assembly has done the right thing: it rejected a dangerous proposal that would have gutted end-to-end encryption in the name of fighting drug trafficking. Despite heavy pressure from the.
Cloudflare has developed a powerful AI tool designed to make life difficult for AI scraping bots. The network infrastructure company launched the bot-busting AI after observing that nearly one percent of all incoming web requests it monitors are generated by AI crawlers, likely harvesting data for AI model training. While website operators can block these bots using tools like robots.txt files or CAPTCHAs, most crawlers bypass these barriers, leading to wasted resources and unauthorized data col
Many software teams have migrated their testing and production workloads to the cloud, yet development environments often remain tied to outdated local setups, limiting efficiency and growth. This is where Coder comes in. In our 101 Coder webinar, you’ll explore how cloud-based development environments can unlock new levels of productivity. Discover how to transition from local setups to a secure, cloud-powered ecosystem with ease.
Phishing is a prevalent threat in the digital landscape, targeting individuals across various sectors. As technology evolves, so do the techniques employed by cybercriminals, making it essential for users to stay informed about the nuances of these attacks. Understanding phishing not only helps in recognizing potential threats but also empowers individuals and organizations to safeguard their sensitive information.
A growing body of work suggests that cell metabolism the chemical reactions that provide energy and building materials plays a vital, overlooked role in the first steps of life.
Changhong, a leading home appliance manufacturer, showcased its latest AI-driven innovations at the Appliance & Electronics World Expo (AWE 2025) in Shanghai. The company unveiled a suite of smart home appliances, including an industry-first emotional-healing AI TV, a dual-zone PRO air conditioner, and communication modules for the emerging low-altitude economy.
Large enterprises face unique challenges in optimizing their Business Intelligence (BI) output due to the sheer scale and complexity of their operations. Unlike smaller organizations, where basic BI features and simple dashboards might suffice, enterprises must manage vast amounts of data from diverse sources. What are the top modern BI use cases for enterprise businesses to help you get a leg up on the competition?
Norwegian robotics startup 1X plans to start early tests of its humanoid robot, Neo Gamma, in a few hundred to a few thousand homes by the end of 2025, according to the companys CEO, Bernt Brnich.
Microsoft opted not to pursue a nearly $12 billion option to acquire additional data-center capacity from CoreWeave, signaling a shift in how large tech firms are adjusting their AI investments. OpenAI secured the contract last week, emphasizing the growing demand for AI resources. CoreWeave prepares for IPO amid market scrutiny CoreWeave is aiming for an IPO that seeks to raise up to $2.7 billion, the first significant public offering for a dedicated artificial intelligence company since the re
Its becoming more common for images to be made with AI tools. As the artificial intelligence generation gets more advanced, its getting trickier to tell the difference between AI-made and human-made images. However, there are still signs to look out for.
Ternary Content-Addressable Memory (TCAM) is a cutting-edge memory technology that significantly enhances data processing capabilities. Unlike traditional memory types that rely on specific addresses, TCAM allows for efficient content searches, making it ideal for applications demanding rapid data retrieval. This attribute has made TCAM a cornerstone in networking and emerging technologies, where speed and accuracy are paramount.
Cloud Development Environments (CDEs) are changing how software teams work by moving development to the cloud. Our Cloud Development Environment Adoption Report gathers insights from 223 developers and business leaders, uncovering key trends in CDE adoption. With 66% of large organizations already using CDEs, these platforms are quickly becoming essential to modern development practices.
Multimodal AI is revolutionizing how machines interpret and respond to the world by leveraging multiple types of data for richer understanding and enhanced predictions. This approach simulates human cognitive abilities by integrating sensory inputs, creating a more nuanced and effective system for tasks ranging from language translation to medical diagnostics.
The AI search startup laid out its bid for buying, and rebuilding, TikTok. The AI search startup Perplexity just proposed a bid for acquiring (and transforming) TikTok, per a company blog post published Friday.
A new warning has emerged for Apple users as they become prime targets for a password attack that has previously affected Windows systems. The attack, which involves scareware tactics, is designed to steal Apple account credentials by creating a fake security alert. Scareware tactics targeting Apple users The report from LayerX indicates that the recent threats targeting Macs illustrate how online phishing attacks evolve in response to improved security measures.
Speaker: Mike Rizzo, Founder & CEO, MarketingOps.com and Darrell Alfonso, Director of Marketing Strategy and Operations, Indeed.com
Though rarely in the spotlight, marketing operations are the backbone of the efficiency, scalability, and alignment that define top-performing marketing teams. In this exclusive webinar led by industry visionaries Mike Rizzo and Darrell Alfonso, we’re giving marketing operations the recognition they deserve! We will dive into the 7 P Model —a powerful framework designed to assess and optimize your marketing operations function.
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