#IntegratedML

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InterSystems IntegratedML is an all-SQL machine learning (ML) module for InterSystems IRIS or IRIS for Health that:
- Gives users the ability to create, train and deploy powerful models from simple SQL syntax without requiring data scientists.
- Wraps "best of breed" open source and proprietary "AutoML" frameworks including DataRobot.
- Focuses on easy deployment to IRIS, so you can easily add machine learning to your applications.

Please find more information including videos and infographics at the IntegratedML Resource Guide.

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Article Jorge Jaramillo Herrera · Mar 30 7m read

Complementing IRIS with MLflow for a Continuous Training (CT) pipeline

A Continuous Training (CT) pipeline formalises a Machine Learning (ML) model developed through data science experimentation, using the data available at a given point in time. It prepares the model for deployment while enabling autonomous updates as new data becomes available, along with robust performance monitoring, logging, and model registry capabilities for auditing purposes.

InterSystems IRIS already provides nearly all the components required to support such a pipeline. However, one key element is missing: a standardised tool for model registry.

#InterSystems IRIS #InterSystems IRIS for Health #Artificial Intelligence (AI) #Docker #IntegratedML #Machine Learning (ML)
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Article Henry Pereira · Feb 14 3m read

M-U5K-3T: When Code Golf Meets Planetary Survival

cover

Picture a dark room. The only light comes from a wall of displays and a blinking prompt that politely informs you:

“LINK TO M-U5K-3T: HIGH LATENCY – DIRECT CONTROL DISABLED.”

Perfect.

You are supposed to be a Rover Commander in the Musketeer Corps. Somewhere absurdly far away, you have an autonomous unit parked on a hostile exoplanet. It wants you dead, but it’s also covered in minerals that could fund a small civilization.

The ore on M-U5K-3T is everywhere. Unfortunately, everything else on the surface is actively trying to kill you.

So, we don't pilot. We script.

#InterSystems IRIS #Code Golf #Contest #Embedded Python #IntegratedML #InterSystems Demo Games
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Discussion Jorge Jaramillo Herrera · Feb 23

Beyond IntegratedML: What are our options for Continuous Training (CT) in IRIS?

Hello everyone,
I’m looking to implement Continuous Training (CT) as part of an MLOps strategy for some data science projects in IRIS. I want to automate the full cycle:

- Monitoring model performance & accuracy degradation.
- Retraining models automatically.
- Validating and updating production models.

I’ve looked into IntegratedML, but it seems more focused on the SQL interface for training (AutoML). Even with the new Custom Models (beta), which allows for more flexibility with Python, it doesn't seem to provide the "Continuous" orchestration out of the box.

I’d like to know:

#InterSystems IRIS #Documentation #InterSystems Ideas Portal #Learning Portal #Embedded Python #IntegratedML #Interoperability #Monitoring #Python #SQL
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Article Yuri Marx · Dec 11, 2025 8m read

Supply Chain Orchestration for dummies

Supply Chain refers to a set of processes and activities performed by the company's business areas and its suppliers and partners (stakeholders), from the acquisition of raw materials, through production, to delivery to the end consumer. It can be better managed using SCM solutions with the orchestration of the InterSystems IRIS:

#InterSystems IRIS #Analytics #API #Business Rules #Dashboards #Databases #IntegratedML #Interoperability #IoT #SQL
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Announcement Thomas Dyar · Nov 17, 2025

NEW: "IntegratedML Custom Models" Early Access Program -- Deploy Your Python ML Models in SQL

We're excited to announce the Early Access Program for IntegratedML Custom Models, a powerful new capability coming in IRIS 2026.1!

What Is It?

IntegratedML Custom Models extends the existing IntegratedML/AutoML feature by letting you deploy your own custom Python ML models directly within SQL queries.

#InterSystems IRIS #InterSystems IRIS for Health #Early Access Program (EAP) #IntegratedML #Machine Learning (ML) #Python #Release #SQL
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