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Python is an interpreted high-level programming language for general-purpose programming. Created by Guido van Rossum and first released in 1991, Python has a design philosophy that emphasizes code readability, notably using significant whitespace

Official site.

InterSystems Python Documentation.

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Article Guillaume Rongier · May 18 8m read

Unifying Embedded Python and the Native API with `iris-embedded-python-wrapper`

 

When developing Python applications with InterSystems IRIS, you can quickly end up with several execution contexts:

  • Python launched directly by IRIS with Embedded Python;
  • a regular python3 process that loads the Embedded Python libraries from a local IRIS installation;
  • an external Python application that connects to IRIS through the official native driver.

These three cases are useful, but they do not behave exactly the same way for imports, system configuration, object APIs, and SQL access.

#InterSystems IRIS #Embedded Python #Python
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Article Jorge Jaramillo Herrera · May 14 7m read

Fast Automatic ML Hyperparameter tuning Using Optuna (w. MLflow model registry and IRIS DB)

This article presents a straightforward approach to automatically and efficiently tune hyperparameters for machine learning models using Optuna as the optimisation framework. We explore how to use both Optuna’s native storage options and InterSystems IRIS as a database backend to track the progress of hyperparameter searches. We also show how MLflow can be used to monitor experiments and manage models through its tracking and model registry UI.

This article is based on this Kaggle Notebook, which you can run and directly edit yourself.

#InterSystems IRIS #Analytics #Machine Learning (ML) #Python
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