A meta-learning feature - Model Training Navigator (MTN) - that was waiting for its turn (i.e. enough training run records gathered) since 2021 has seen the light in our Healthcare AI series. The feature uses a GAN (Generative Adversarial Network) mechanism to learn from how accuracy achieved through various hyperparameter combinations depends on the data used for training - and generates hyperparameters that correspond to a given accuracy level. A heads-up for Convergent Analytics, this mechanism is portable across any use cases relying on model training (zero or one human in the loop).
- 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
- 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
- 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
- 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
- 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
InterSystems IRIS Community Edition: download a community edition of InterSystems IRIS data platform here - create an account to start the downloadML Toolkit: Python Gateway: download an open-source set of extensions to InterSystems IRIS for in-platform orchestration of Python hereML Toolkit: R Gateway: download an open-source set of extensions to InterSystems IRIS for in-platform orchestration of R hereML Toolkit: Julia Gateway: download an open-source set of extensions to InterSystems IRIS for in-platform orchestration of Julia here
Programs: program classes for pre-configured showcasesData: source data for showcasesTables: table classes for showcases
- 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
- 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