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CIO Leadership Live features Lucas Mearian hosting Tim McIntire. Two smiling men are on either side of the "CIO Leadership Live" text. Lucas is on the left in a suit. Tim is on the right in a suit and tie.

CIO Leadership Live features Lucas Mearian hosting Tim McIntire. Two smiling men are on either side of the "CIO Leadership Live" text. Lucas is on the left in a suit. Tim is on the right in a suit and tie.

From cybersecurity in industrial environments to AI‑powered onboarding, Chris Nardecchia tells Lucas Mearian how Rockwell is building resilience across global operations.

Watch the full conversation: spr.ly/63321hy2b5

#CIOLeadershipLive #SmartManufacturing #AIForecasting

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How Four AIs Predicted the 2025 F1 Champion — And Why the Margin Matters | AI Insights & Strategy - Mercia AI When Mercia AI asked four large language models — ChatGPT, Gemini, Grok and Perplexity — to run Deep Research to predict the 2025 Formula 1 World Champion before a single race had been run, the aim wa...

Four AIs predicted the 2025 F1 champion before the season began. They all picked Lando Norris.

He won by two points.

Why that margin matters — and what it reveals about AI forecasting under uncertainty 👇

wix.to/rtIn5MA

#F1 #LandoNorris #AI #AIForecasting #MerciaAI

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#AIForecasting #PredictiveAnalytics #MachineLearning #DataScience #AITrends #FutureTech #AIPredictions #BigData #Automation #TechInnovation

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Field Map – AISafety.com Map displaying the main organizations, projects, and programs currently operating in the AI safety space.

For this week's #MondayMotivation, here's Søren Elverlin's list of organizations predicting the currents of AI development! www.aisafety.com/map The future flows from good forecasting! 💧🔭 #AIForecasting #PredictionMarkets #FutureStudies #AISafety #Metaculus

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How Toto Reimagines Multi-Head Attention for Multivariate Forecasting

Toto introduces a decoder-only transformer with proportional space-time attention for smarter multivariate time series forecasting. #aiforecasting

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The Time Series Optimized Transformer Setting New Standards in Observability

Datadog’s Toto sets a new benchmark in time series forecasting with trillion-point training and domain-tuned observability insights. #aiforecasting

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Want to help make AI predictions better? Check out Prophet Arena and contribute to the future of forecasting: www.prophetarena.co/markets

See you on October 22 for our next Data Night! 📅

Missed it? Read more: bit.ly/46M3b62

#ChicagoDataNight #AIForecasting #ProphetArena

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Google’s AI model just nailed the forecast for the strongest Atlantic storm this year https://arstechni.ca #science.weather #AIforecasting #hurricanes #deepmind #Science #google

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Mastering Modern Time Series Forecasting : The Complete Guide to Statistical, Machine Learning & Deep Learning Models in Python 📘 Mastering Modern Time Series Forecasting (early access)The book trusted by data science leaders in 100+ countries. Unlock the toolkit behind today’s most powerful forecasting systems. 💸 Pricing Price increase to $80+ as content grows. A tremendous amount of work and expertise has gone into this book, which is designed to deliver exponential improvement to your forecasting skills, your company's bottom line and ROI, and your career. Forecasting is one of the most in-demand skills across nearly every industry today. As the content continues to grow, if you find value in it—or simply want to support the project—you're welcome to contribute whatever it’s worth to you ❤️. 🧠 Why This Book Stands Out🔑 Forecasting models are only 5% of the equation.The other 95%? It’s the hard-earned knowledge of metrics, validation, deployment, failure modes, and real-world constraints — insights that are often missing or buried in internet noise and social media fluff.🔍 It starts with what actually matters: solid foundations.Learn how to properly evaluate forecasts, recognize when they're failing, and build with confidence — not on shaky assumptions, but on methods that stand up to real-world pressure.💎 You’ll also learn how to assess the forecastability of a time series — a critical step for managing your time, setting stakeholder expectations, and realistically estimating how far forecasting accuracy can be pushed before diminishing returns kick in.🧠 Built for understanding — not just coding.Go beyond black-box code. Grasp model mechanics and decision-making logic to truly understand how and why things work.💻 Clear, transparent production grade code.No obfuscation, no throwaway scripts. Every example is fully documented, reusable, and ready for real-world use.🔄 Continuously improved through real feedback.This is a living resource shaped by an active community of readers. Many improvements and additions come directly from their thoughtful feedback — and all readers get lifetime updates, including new chapters and bonus tools. Thank you to all contributors — your insights are recognized and appreciated in the book.📚 Comprehensive, real-world coverage.From classical time series models to deep learning, transformers and foundational models, the book covers a wide range — but always with a practical lens. Every method has been tested in production or validated against strong academic benchmarks. No fluff, just tools that work.📈 Real ROI — for your company and your career.Readers often see immediate improvements in model accuracy, interpretability, and stakeholder trust. No more silent failures or fragile production systems. This book helps you build forecasting solutions that earn trust, drive business results, and accelerate your career.✍️ About the AuthorWritten by Valeriy Manokhin, PhD, MBA, CQF — a seasoned forecasting expert, experienced data scientist, and machine learning expert and researcher with publications in top peer reviewed machine learning journals.Valeriy has advised both startups and large enterprises, helping them build and rebuild forecasting systems at scale. He has led successful forecasting initiatives for global organizations — including winning competitive tenders from multinational companies, outperforming major consulting firms like BCG and specialized AI startups focused on forecasting. He has delivered production-grade solutions for industry leaders such as Stanley Black & Decker and GfK.His methods have driven multimillion-dollar business impact, and his training programs have reached professionals in over 40 countries. This book is now used in more than 100+ countries and has become a #1-ranked title in Machine Learning, Forecasting, and Time Series across major publishing platforms.🌍 Trusted By and Taught ToValeriy’s expertise is trusted by leaders at:Amazon, Apple, Google, Meta, Nike, BlackRock, Morgan Stanley, Target, NTT Data, Mars Inc., Lidl, Publicis Sapient, and more.His frameworks are followed by academics and researchers from:University of Chicago, KTH (Sweden), UBC (Canada), DTU (Denmark), and other world-class institutions.👤 Students include:VPs of Engineering, AI Leads, Principal & Lead Data Scientists, ML Engineers, Consultants, Professors, Founders, Researchers, and PhD students.🎓 Want a Live, Interactive Learning Experience?Pair this book with the Modern Forecasting Mastery course on Maven.Join live cohort sessions with Valeriy, get direct feedback, and build models with peers.Next cohort → maven.com/valeriy-manokhin/modern-forecasting-mastery📦 What You Get📥 Instant access to the book — start reading immediately.🔄 Free updates — including new chapters, bug fixes, and bonus content.💬 Exclusive access to the private Discord community — connect with fellow readers, get additional materials, early bonuses, special discounts, and join live events with the author.🔓 Pro Edition Bonus Pack (Early Access) 🔥🔥🔥 Includes everything above, plus:✅ Premium Forecasting Templates — plug-and-play workflows✅ Extended Case Studies — deep analyses across major industries✅ Behind-the-Scenes Notebooks — annotated walkthroughs and exploratory pipelines✅ Forecast Model Selection Toolkit — Python notebooks to benchmark, optimize, and compare📈 Ideal for professionals and teams who want to build and deploy faster—and sidestep the guesswork.https://valeman.gumroad.com/l/MasteringModernTimeSeriesForecastingPro💸 New Pricing effective 16th June - grab your copy before price increase🎉 Standard Edition Price: $45 | Minimum: $39Will increase to $80+ as content grows.If you find value or simply want to support the project, feel free to pay what it’s worth to you ❤️Ready to take your forecasting skills from stats to neural nets, and from theory to real-world deployment?👉 Hit “Buy Now” and start mastering forecasting like never before.

How to respond with retraining, ensembles, and policy buffers
When to freeze forecasts vs. adapt

#DriftDetection #MLOps #AIForecasting #timeseries #forecasting

valeman.gumroad.com/...

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AI Forecasting Explained: Techniques, Use Cases, and Tools for Smarter Business Predictions Read the latest blog on WebBuddy.

Walk through your current forecast process and find the gaps.

Is it data quality? Insufficient modeling techniques? Wrong tool choices?

Here is what you need to know: www.webbuddy.agency/blogs/ai-for...

#AIForecasting #PredictiveAnalytics #BusinessIntelligence #AITrends #SmartDecisions

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#ActowizSolutions uses #AI to predict real-time #cuisine popularity trends from #FoodDelivery platforms in #Singapore. Track demand, cuisine shifts & regional tastes.

www.actowizsolutions.com/ai-real-time...

#ActowizSolutions #CuisineTrends #AIForecasting #FoodDeliveryAnalytics #CloudKitchens

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Meet FLX AIViator by Accelya — the AI layer that’s boosting airline revenues by up to 6%, slashing onboarding by 85% and forecasting cargo with 92% accuracy.

Read More: https://rb.gy/xnybtr

#Accelya #FLXAIViator #AirlineTech #AIForecasting #DynamicPricing #AviationInnovation

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AI Misses the Storms It’s Never Seen A new study shows that AI weather models can’t predict unprecedented disasters like Category 5 hurricanes—unless they’ve seen one before. Researchers are now blending AI with physics to fix that.

AI can predict tomorrow’s weather—but not the next 200-year storm. Here's why “gray swan” events break neural networks. #ExtremeWeather #AIforecasting #ClimateRisk

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Tag a colleague who needs to turn AI forecasts from “meh” to 🔥. Let’s stop guessing and start measuring what matters.

maven.com/valeriy-ma...

maven.com/valeriy-ma...

#AIForecasting #DataScience #MachineLearning #AI #DataAnalytics #TechCommunity

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Tag a colleague who needs to turn AI forecasts from “meh” to 🔥. Let’s stop guessing and start measuring what matters.

maven.com/valeriy-ma...

maven.com/valeriy-ma...

#AIForecasting #DataScience #MachineLearning #AI #DataAnalytics #TechCommunity

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Tag a colleague who needs to turn AI forecasts from “meh” to 🔥. Let’s stop guessing and start measuring what matters.

maven.com/valeriy-ma...

maven.com/valeriy-ma...

#AIForecasting #DataScience #MachineLearning #AI #DataAnalytics #TechCommunity

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Tag a colleague who needs to turn AI forecasts from “meh” to 🔥. Let’s stop guessing and start measuring what matters.

maven.com/valeriy-ma...

maven.com/valeriy-ma...

#AIForecasting #DataScience #MachineLearning #AI #DataAnalytics #TechCommunity

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New AI Model Forecasts Wildfire Activity by Tracking Fuel, Not Just Fire Risk - WinBuzzer ECMWF has developed an AI model that forecasts actual wildfire activity using data on vegetation, weather, and ignition sources.

New AI Model Forecasts Wildfire Activity by Tracking Fuel, Not Just Fire Risk

#AI #AIforecasting #WildfirePrediction #ClimateTech #MachineLearning #EnvironmentalAI #ECMWF #PoFmodel #WeatherAI #FireRisk #GeospatialAI

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ChatGPT's Macroeconomic Predictions

Analyzing how different prompting styles affect GPT-4’s predictions for inflation and unemployment. #aiforecasting

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How Future Narratives Improve ChatGPT’s Oscars Predictions

How different prompting styles influence GPT-4’s accuracy in predicting Academy Award winners. #aiforecasting

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Conjecture on ChatGPT-4’s Predictive Abilities in Narrative Form

ChatGPT-4 shows improved predictive power when using narrative prompts instead of direct ones, but ethical concerns remain. #aiforecasting

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What Happens When You Ask AI to Predict Inflation?

This study tests ChatGPT’s ability to predict inflation and unemployment using narrative prompts. #aiforecasting

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AI Tries (and Fumbles) at Inflation Forecasting

This study tests ChatGPT-3.5 and ChatGPT-4’s ability to predict inflation using various prompts featuring an economics professor and Fed Chair Jerome Powell #aiforecasting

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Can AI Predict Inflation? Testing ChatGPT on Macroeconomic Forecasting

This study tests ChatGPT-4’s ability to predict macroeconomic variables like inflation and unemployment. #aiforecasting

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We Asked ChatGPT To Predict Oscar Winners—the Results Were…Interesting

A study tested ChatGPT-3.5 and GPT-4’s ability to predict the 2022 Academy Awards. The results were...interesting. #aiforecasting

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Why AI Answers Change Depending on How You Ask the Question

A study tests GPT-4’s predictive power using direct and narrative prompts, revealing how AI responds differently based on the framing of questions. #aiforecasting

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Doctor, Doctor! AI Won’t Diagnose—Unless It’s in a Play

Discover how narrative prompts can bypass GPT-4’s restrictions, allowing it to respond to topics it would normally decline, like medical advice. #aiforecasting

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Can ChatGPT Predict the Future?

Can ChatGPT-4 predict the future? This study explores how storytelling prompts improve its forecasting accuracy for economic trends and major cultural events. #aiforecasting

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