---
title: Its about time (3)
description: Sharing insights, best practices, and advancements in the field of artificial intelligence and time series analytics. (3)
image: https://info.falkonry.com/hubfs/blog.png
---

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# It's About Time

A hub for professionals seeking to extract actionable intelligence from complex operational data

[![](https://info.falkonry.com/hubfs/Imported_Blog_Media/Insights-into-Steel-Industrial-Transformation-with-Crick-Waters-Test.png)](https://info.falkonry.com/blog/insights-into-steel-industrial-transformation-with-crick-waters)

## [Insights into Steel Industrial Transformation with Crick Waters](https://info.falkonry.com/blog/insights-into-steel-industrial-transformation-with-crick-waters)

[Siddharth Parwatay](https://info.falkonry.com/author/siddharth-parwatay) 

 June 26, 2025

In today’s competitive landscape riddled with demand shocks, preventing the loss of production hours...

[Read more](https://info.falkonry.com/blog/insights-into-steel-industrial-transformation-with-crick-waters)

[![](https://info.falkonry.com/hubfs/Imported_Blog_Media/Gordian-knot.png)](https://info.falkonry.com/blog/historical-data-the-gordian-knot-of-machine-learning)

## [Historical Data: The Gordian Knot of Machine Learning](https://info.falkonry.com/blog/historical-data-the-gordian-knot-of-machine-learning)

[Chris Lee](https://info.falkonry.com/author/chris-lee) 

 June 26, 2025

The promise of machine learning is simple: Take some operational data, add some ground truth data (l...

[Read more](https://info.falkonry.com/blog/historical-data-the-gordian-knot-of-machine-learning)

[![](https://info.falkonry.com/hubfs/Imported_Blog_Media/known-unknown-quad.png)](https://info.falkonry.com/blog/falkonry-on-intelligence-discovering-new-patterns-in-the-noise)

## [Falkonry on Intelligence – Discovering New Patterns in the Noise](https://info.falkonry.com/blog/falkonry-on-intelligence-discovering-new-patterns-in-the-noise)

[Chris Lee](https://info.falkonry.com/author/chris-lee) 

 June 26, 2025

What do industrial ovens and ballistic missiles have in common?

[Read more](https://info.falkonry.com/blog/falkonry-on-intelligence-discovering-new-patterns-in-the-noise)

[![](https://info.falkonry.com/hubfs/Imported_Blog_Media/An-Inventory-of-Needles-06.png)](https://info.falkonry.com/blog/an-inventory-of-needles)

## [An Inventory of Needles](https://info.falkonry.com/blog/an-inventory-of-needles)

[Siddharth Parwatay](https://info.falkonry.com/author/siddharth-parwatay) 

 June 26, 2025

Finding a needle in a haystack requires that you know what the needle looks like. In many areas of l...

[Read more](https://info.falkonry.com/blog/an-inventory-of-needles)

[![](https://info.falkonry.com/hubfs/Imported_Blog_Media/intelligence-first-path.png)](https://info.falkonry.com/blog/the-intelligence-first-path-to-predictive-operations)

## [The Intelligence-First Path to Smart Operations](https://info.falkonry.com/blog/the-intelligence-first-path-to-predictive-operations)

[Chris Lee](https://info.falkonry.com/author/chris-lee) 

 June 26, 2025

Accumulating data, on its own, does not create value: database-first approaches to achieving operati...

[Read more](https://info.falkonry.com/blog/the-intelligence-first-path-to-predictive-operations)

[![](https://info.falkonry.com/hubfs/Imported_Blog_Media/How-Intelligence-First-Leads-to-Faster-Learning-1-1.png)](https://info.falkonry.com/blog/how-intelligence-first-leads-to-faster-learning-and-cost-effective-scaling)

## [How Intelligence-First Leads to Faster Learning and Cost-Effective Scaling](https://info.falkonry.com/blog/how-intelligence-first-leads-to-faster-learning-and-cost-effective-scaling)

[Nikunj Mehta](https://info.falkonry.com/author/nikunj-mehta) 

 June 26, 2025

The learning machine People are natural learners. A curious 4-month old baby learns that a toy will ...

[Read more](https://info.falkonry.com/blog/how-intelligence-first-leads-to-faster-learning-and-cost-effective-scaling)

[![](https://info.falkonry.com/hubfs/Imported_Blog_Media/strip-break-classification-featured-image-jpg.jpg)](https://info.falkonry.com/blog/automating-strip-break-classification-in-a-cold-rolling-steel-mill-using-machine-learning)

## [Automating strip break classification in a cold rolling steel mill using machine learning](https://info.falkonry.com/blog/automating-strip-break-classification-in-a-cold-rolling-steel-mill-using-machine-learning)

[Siddharth Parwatay](https://info.falkonry.com/author/siddharth-parwatay) 

 June 26, 2025

Introduction Cold rolling of sheet steel is one of the most common steel manufacturing processes in ...

[Read more](https://info.falkonry.com/blog/automating-strip-break-classification-in-a-cold-rolling-steel-mill-using-machine-learning)

[![](https://info.falkonry.com/hubfs/Imported_Blog_Media/tangledwires.png)](https://info.falkonry.com/blog/data-surprises-in-production-applications-of-operational-ai)

## [Data surprises in production applications of Operational AI](https://info.falkonry.com/blog/data-surprises-in-production-applications-of-operational-ai)

[Chris Lee](https://info.falkonry.com/author/chris-lee) 

 June 26, 2025

“Garbage in, garbage out” says that the quality of the output is only as good as the quality of the ...

[Read more](https://info.falkonry.com/blog/data-surprises-in-production-applications-of-operational-ai)

[![](https://info.falkonry.com/hubfs/Imported_Blog_Media/blog-size-01.png)](https://info.falkonry.com/blog/the-shifting-sands-of-maintenance-surprises)

## [The Shifting Sands of Maintenance Surprises](https://info.falkonry.com/blog/the-shifting-sands-of-maintenance-surprises)

[Siddharth Parwatay](https://info.falkonry.com/author/siddharth-parwatay) 

 June 26, 2025

The main challenge facing manufacturing today is talent shortage. And yet the demands on manufacturi...

[Read more](https://info.falkonry.com/blog/the-shifting-sands-of-maintenance-surprises)

[![](https://info.falkonry.com/hubfs/Imported_Blog_Media/img-Do-Or-do-not-There-is-no-PoC-Falkonry.png)](https://info.falkonry.com/blog/do-or-do-not-there-is-no-poc)

## [Do. Or do not. There is no POC](https://info.falkonry.com/blog/do-or-do-not-there-is-no-poc)

[falkonry](https://info.falkonry.com/author/falkonry) 

 June 26, 2025

[Read more](https://info.falkonry.com/blog/do-or-do-not-there-is-no-poc)

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