README.md

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Featured Materials

Breaking News

OpenEMR (the open-source Electronic Medical Record system) - now extended with Stroke Prediction solution interface whose logic is deployed in jBPM (the open-source orchestration engine). Production-level Health AI is here and is for anyone. Follow the related post series here.

jBPM orchestrating Python. Open source from A to Z, zero customization required to begin. Follow the related post series here.

Advanced Solution Features Developed Using Convergent Analytics ML Toolkit Framework:

Model Training Navigator (MTN):

• Learning from history of the accuracy metrics resulting from model testing - and suggesting (using GAN, generative adversarial networks) hyperparameters for model training (at a given level of minimum expected accuracy):

• Achieving the expected accuracy using MTN in No-Show Prevention solution:

• Achieving the expected accuracy using MTN in Readmission Prevention solution:

Solutions Developed Using Convergent Analytics ML Toolkit Framework:

Healthcare AI:

• No-Show Prevention

Automates no-show probability estimation on a real-time flow of appointments.

• Readmission Prediction

Automates readmission probability estimation on a real-time flow of clinical episodes.

Webinars

• Online Meetup with the InterSystems AI Contest Winners on July 30th, 2021
• AI+ML Summit Convergent Analytics – Healthcare Stream on February 3rd, 2021
• AI+ML Summit Convergent Analytics – Cross-Industry Stream on January 28th, 2021
• Best Practices of In-Platform AI/ML on April 28th, 2020
• AI Robotization (Python, R, Interoperability) for InterSystems IRIS on November 7th, 2019
• Machine Learning Toolkit (Python, R, ObjectScript, Interoperability, Analytics) for InterSystems IRIS on April 23rd, 2019

Articles

• Why AI-as-a-Service Requires an Integrated-from-Core Data Platform as of September 27th, 2022
• Agent IRIS* as of February 1st, 2022
• Distributed Artificial Intelligence with InterSystems IRIS as of April 6th, 2021
• InterSystems IRIS – the All-Purpose Universal Platform for Real-Time AI/ML as of September 20th, 2020
• AI Robotization with InterSystems IRIS Data Platform as of March 15th, 2020
• MLOps can help overcome risk in AI and ML projects as of October 30th, 2019
• Python Gateway as of 12 April 2019
• SAP BW Data Mining Analytics: Clustering Reporting as of 11 June 2011
• SAP BW Data Mining Analytics: Regression Reporting as of 2 June 2011
• SAP BW Data Mining Analytics: Process Reporting as of 28 May 2011
• SAP BW Data Mining Analytics: Model Reporting as of 19 May 2011

Collaboration Experiences

• An ML Toolkit for InterSystems IRIS: Co-Innovation in Healthcare on September 25th, 2019
• An ML Toolkit for InterSystems IRIS: Co-Innovation In Banking on September 24th, 2019
• Operationalizing Machine Learning: Experiences from the Field on September 23rd, 2019

Tutorials

• How can you use machine learning to reduce patient no-show rates? on February 23rd, 2024
• Learn IntegratedML in InterSystems IRIS on June 1st, 2020
• Predictive Modeling with the Machine Learning Toolkit on September 23rd and 25th, 2019

Demos

• Simulation of 3 Interconnected Factories on April 4th, 2023
• Healthcare AI Solutions: Readmission Prediction in IRIS & ML Toolkit and Readmission Prediction in TrakCare on November 3rd, 2021
• ESKLP on July 12th, 2020 | Acknowledgements: Aleksandr Kalinin, Software Engineer, Escape, Russia
• Machine Learning Made Easy - Advanced Exercise on July 6th, 2020
• integratedml-demo-template on June 15th, 2020
• PythonGateway-Template on May 29th, 2020
• InterSystems IRIS Machine Learning Experience on November 12th, 2019

Links to Required Downloads

• InterSystems IRIS Community Edition: download a community edition of InterSystems IRIS data platform here - create an account to start the download
• ML Toolkit: Python Gateway: download an open-source set of extensions to InterSystems IRIS for in-platform orchestration of Python here
• ML Toolkit: R Gateway: download an open-source set of extensions to InterSystems IRIS for in-platform orchestration of R here
• ML Toolkit: Julia Gateway: download an open-source set of extensions to InterSystems IRIS for in-platform orchestration of Julia here

Repository Resources Legend

• Programs: program classes for pre-configured showcases
• Data: source data for showcases
• Tables: table classes for showcases

Root Resources

• Download the illustrated ML Toolkit learning guide here - for the most recent documentation and showcases, consider joining the private dedicated ML Toolkit repo by writing us
• Check how to edit BPL annotations here
• Check how to disable journaling here
• Check how to disable auto-refresh here
• Increase maxAllowedContentLength in IIS: Step 1, Step 2, Step 3
• AI+ Playlist from Virtual Summit 2021
• AI+ Playlist from Virtual Summit 2020

Showcases (Programs/Data/Tables):

• 000 Robotized ML - FACTORY.xml/FACTORY.zip/FACTORY.txt
• 001 Sentiment Analysis - SENTIMENT.cls/SENTIMENT_NEG_UTF8.txt, SENTIMENT_POS_UTF8.txt, SENTIMENT_UNK_UTF8.txt/SENTIMENTNEG.cls, SENTIMENTPOS.cls, SENTIMENTUNK.cls
• 002 Engine Condition Classification - ENGINES.cls/ENGINES_EVEN.txt, ENGINES_ODD.txt/ENGINESEVEN.cls, ENGINESODD.cls
• 003 Reimbursement Request Check - RECORD.cls/RECORD_TEST.txt, RECORD_TRAIN.txt/RECORDTEST.cls, RECORDTRAIN.cls
• 004 Retail Cannibalization Analysis - CANNIBALIZATION.cls/CANNIBALIZATION.txt/CANNIBALIZATIONVOLUMEYEARWEEKCATEGORYDESC.cls
• 005 Marketing Campaign Optimization - CAMPAIGN.cls/CAMPAIGN_APPLY.txt, CAMPAIGN_TRAIN.txt/CAMPAIGNAPPLY.cls, CAMPAIGNTRAIN.cls
• 006 Rail Time Series Discovery - INTRA.cls/INTRA.txt
• 007 Housing Debts Prediction - HOUSING.cls/HOUSING_TEST.txt, HOUSING_TRAIN.txt/HOUSINGTEST.cls, HOUSINGTRAIN.cls
• 008 Diseases Network Analysis - DISEASES.cls/DISEASES_MATRIX.txt, DISEASES_NODES.txt/DISEASESMATRIX.cls, DISEASESNODES.cls