ML4Industry Blog
Insights, tutorials, and case studies on machine learning for industrial applications
Latest insights
The Prognostics & RUL Cheat Sheet: A Guide for Real-World Assets
Ready to move from theory to reality with predictive maintenance? The first step is choosing the right RUL model—a choice that depends entirely on your data. This comprehensive cheat sheet demystifies the options, detailing four key methodologies.
Beyond the OEM Manual: A Self-Correcting AI for Real-World RUL
An OEM manual says your motor lasts 13 years. But has it had an easy life or a hard one? This report details a modern, self-correcting AI strategy that doesn't need the full history. Discover how a hybrid model uses live sensor data to uncover an asset's true health and deliver a RUL forecast that adapts to the real world.
Predicting the Future with an Incomplete Past: A Modern Guide to Asset RUL
An OEM manual gives a 13-year lifespan, but your motor has lived a unique life. This report details a modern, self-correcting AI strategy to predict Remaining Useful Life with limited historical data.
The goldilocks metric: why your AI needs to stop crying wolf
What if a smoke detector with 99.9% accuracy could burn your house down? Welcome to the paradox of precision and recall—where being too good makes you terrible.
The truth about AI's report card: why your machine learning model might be lying to you!
Your AI model has 95% accuracy? So does a plane navigation system that only fails during landing. Not all errors are created equal.
The Industrial Ai Transformation Guide Manufacturing
Most industrial AI initiatives are failing spectacularly, and leadership teams are celebrating anyway.
Industry-specific insights
The Blueprint or the Gamble: Why a Clear Project Plan Is Your Greatest Asset
As a manager, you want successful outcomes. Discover why a vague project plan is a recipe for failure, while a detailed blueprint empowers your team, de-risks your investment, and guarantees measurable success. Learn to distinguish between a gamble and a guaranteed win.
Smart Manufacturing best practices: Framework for production facilities
Smart Manufacturing: Why Your Framework Is Probably Backwards. Think you've got a solid smart manufacturing strategy?
Smart factory ROI measurement framework: A comprehensive guide
What if I told you that most smart factory initiatives are being measured completely wrong? While executives celebrate marginal OEE improvements, the
The Ultimate Machine Learning Cheat Sheet for Non-Specialists
Demystifying machine learning concepts in plain English - a comprehensive guide that breaks down complex ML terminology and models into practical insights anyone can understand.
Beyond the Black Box - Making Machine Learning Transparent and Trustworthy in Industry
Discover why explainability is crucial for ML adoption in critical industrial operations and how to build trust through transparency and clear communication.
From Data Skeptic to Data Champion - Overcoming Internal Resistance to ML Initiatives
Explore the common reasons behind resistance to Machine Learning projects in organizations and learn practical strategies to build trust, manage change, and demonstrate business value.
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