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14+ min ago (196+ words) HONG KONG, Dec. 15, 2025 /PRNewswire/ -- JCDecaux Transport'is proud to announce the successful completion of a pioneering pilot for audience measurement. This first-of-its-kind initiative in Asia's metro advertising industry leverages advanced AI analytics to transform outdoor advertising, delivering precise, data-driven insights and setting a new standard for the sector. Leading Innovation in Metro Advertising Transforming Data into Strategic Value To ensure the data accuracy and the reliability of the findings, the pilot incorporated independent auditing protocols conducted by the global market research specialist, Ipsos. The results confirmed: Granular Audience Insights: The model excelled in demographic classification, achieving a high true positive rate for both male and female categories, ensuring reliable insights. Accurate Age Estimation: With a Mean Absolute Error (MAE) of approximately 4.5 years, the model's age predictions closely aligned with manual assessments, demonstrating a high degree of precision. Driving the Future of…...

19+ min ago (358+ words) A'data relationship'refers to the logical connection between data stored in different tables within a database or data model. These relationships define how rows in one table correspond to rows in another, allowing for seamless data integration and more'accurate'dashboarding.' Bold BI'is designed to handle complex data models with ease. Configuring relationships in Bold BI'offers several advantages:' Bold BI'supports the following types of data relationships:' These relationships'eliminate'the need for complex joins and improve query performance, making it easier to visualize and interpret data across multiple sources.'Now,'let's'discuss'how to configure them in Bold BI.' A'one-to-many'relationship'links one record in a table to multiple records in another.'It's'commonly used to model scenarios like one customer having many'orders. To'set this up correctly, here are the steps'you'll'need to follow:' This completes the setup, allowing Bold BI'to recognize and apply the relationship within your data model.'For…...

28+ min ago (291+ words) Researchers have used AI as a "creative architect" to design muscle-inspired proteins that are stronger and more thermally stable than their natural counterparts. The approach could enable the design of superstable synthetic proteins that can survive in extreme environments where natural proteins fail " useful for biomedical materials, sensors or catalysts. Redesigning proteins to introduce more hydrogen bonds into their structure led to proteins that were stronger and more stable Most natural proteins are fragile, degrading at high temperatures, in harsh solvents or under mechanical stress. Previous efforts to improve protein stability have usually involved tweaking the DNA machinery that makes them with point mutations or by stabilising natural scaffolds. However, improvements have remained limited. "The goal was to move beyond mimicking natural proteins to actively design superior, non-natural variants with tailor-made stability," says Zheng. "This allows us to directly "program…...

42+ min ago (368+ words) As AI systems move beyond simple chat interfaces and one-shot automations, developers are encountering a new class of problems: How do AI systems maintain context over time? How do they reason across multiple steps? How do they decide what to do next instead of just responding? How do they behave consistently in complex workflows? The answer to all of these questions is cognitive architecture. Cognitive architecture is the foundation behind cognitive agents. AI systems that don't just generate output, but think, plan, remember and act in a structured way. Cognitive architecture is the high-level system design that defines how an intelligent agent: Cognitive architecture is the blueprint that turns an AI model into a thinking system. It is not a single algorithm, model, or prompt. It's the coordination layer that organizes intelligence into a coherent, goal-driven process. Without cognitive architecture,…...

44+ min ago (237+ words) Let's dive into how these future-ready systems work, what they actually do for you, and why they matter so much if you are thinking long-term. You cannot just rely on old reports and hope for the best. By the time you react, it's already too late. A smart Odoo rollout gives you a way to see trends coming, automate key decisions, and grow without missing a beat. Because Odoo is modular and open-source, you can plug in machine learning or predictive engines as you go. Your system actually grows with you. Predictive analytics: seeing what is next Predictive analytics flips the script from "what happened?" to "what is coming?" In Odoo ERP implementation, predictive models chew through both old and live data to forecast demand, revenue, or even risks. Suddenly, inventory planning gets proactive, you spot customers who might leave…...

55+ min ago (240+ words) Top AI stories See'more'+ Top AI stories include: Daily Compliance News: December 15, 2025, The End of the FCA? Edition Sunday Book Review: December 14, 2025, The Best Books on Business Edition 10 For 10: Top Compliance Stories For the Week Ending December 13, 2025 2 Gurus Talk Compliance: Episode 65 " The This Is Nuts Edition Compliance Tip of the Day " Ethical Deployment of AI Powered Controls AI Today in 5: December 12, 2025, The Person of the Year Edition Daily Compliance News: December 12, 2025, The All New York Times Edition Regulatory Ramblings: Episode 84 - From Asset Recovery to AI Revolution: Risk, Coordination, and the Future with'Sangeet Paul Choudary'and'Dr.'Amber Phillips Compliance Tip of the Day - What are AI Powered Internal Controls? AI Today in 5: December 11, 2025, The FINRA and AI Edition Daily Compliance News: December 11, 2025, The Jack Smith Opens New Law Firm Edition Compliance into the Weeds: Live from the Floor of ACI Great Women…...

58+ min ago (335+ words) Lawrence Technological University in Southfield, through its College of Business and Information Technology, is expanding its commitment to emerging technologies, innovation, and industry relevance with the launch of a new'Undergraduate Certificate in AI for Business. The nine-credit program prepares students to harness the power of artificial intelligence, data, and digital tools to drive smarter business decisions and enhance career readiness. "The world of business is being transformed by AI and data analytics," says Matthew Cole, dean of the College of Business and Information Technology, or CoBIT. "Employers are looking for graduates who can bridge the gap between strategy and technology. This certificate gives our students that critical edge." Developed in response to the accelerating demand for tech-savvy business professionals, the new certificate offers an interdisciplinary approach that combines business theory, applied analytics, and emerging AI technologies. Together, the courses equip…...

58+ min ago (714+ words) Both libraries played a key role in the post-training of the latest Nemotron-3-Nano, a cost-efficient model optimized for targeted tasks, delivering high accuracy at low inference cost. One developer using NeMo Gym and NeMo RL is Edison Scientific, which is working on automating scientific discovery. The spinoff of nonprofit research organization FutureHouse uses the infrastructure to power Aviary, a framework of scientific RL training environments spanning biology, chemistry, and related domains. In this blog, we demonstrate how to implement agentic training environments using NeMo Gym and use them in training with NeMo RL. We feature Aviary as an example of a domain-specific reinforcement-learning environment for science. An agent drives the interaction loop with the environment by taking actions and leveraging necessary tools, while the environment provides observations and rewards for actions, maintains a persistent state, and determines when a…...

58+ min ago (1783+ words) Narwhals is intended for Python library developers who need to analyze DataFrames in a range of standard formats, including Polars, pandas, DuckDB, and others. It does this by providing a compatibility layer of code that handles any differences between the various formats. The table below will allow you to quickly decide whether or not Narwhals is for you: Whether you're wondering how to develop a Python library to cope with DataFrames from a range of common formats, or just curious to find out if this is even possible, this tutorial is for you. The Narwhals library could provide exactly what you're looking for. In this example, you'll use data stored in the presidents Parquet file included in your downloadable materials. This file contains the following six fields to describe United States presidents: To work through this tutorial, you'll need to…...

1+ hour, 4+ min ago (777+ words) MIT engineers have developed a deep-learning model that accurately predicts, minute by minute, how individual cells fold, divide, and rearrange during a fruit fly's early development. Achieving 90 percent accuracy, this method could potentially be applied to predict the development of more complex tissues and identify early signs of disease. https://quantumzeitgeist.com/wp-content/uploads/fly-2.jpg Engineers at MIT, led by Ming Guo, associate professor of mechanical engineering, have developed a deep-learning model capable of predicting, minute by minute, how individual cells will fold, divide, and rearrange during the earliest stages of fruit fly development. The model analyzes videos of developing embryos, each beginning as a cluster of approximately 5,000 cells, and tracks geometric properties such as cell position and neighboring cell contact. Results detailed in Nature Methods demonstrate the model predicts these cellular changes with 90 percent accuracy during the first hour of development'a critical period known…...