# \#machine-learning
**URL:** https://community.cumulocity.com/tag/machine-learning/970.md
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## [Performing Machine Learning Inference on Cumulocity IoT Data using Open-Source Frameworks](https://community.cumulocity.com/t/performing-machine-learning-inference-on-cumulocity-iot-data-using-open-source-frameworks/4924)
**Author:** [@kanishk.chaturvedi](https://community.cumulocity.com/u/kanishk.chaturvedi)\
**Replies:** 0\
**Last updated:** [May 2, 2023, 9:52am UTC](https://community.cumulocity.com/t/performing-machine-learning-inference-on-cumulocity-iot-data-using-open-source-frameworks/4924 "2023-05-02T09:52:07Z")
Introduction Machine learning (ML) has become a ubiquitous part of modern technology, with applications ranging from image and speech recognition to predictive maintenance and anomaly detection in IoT devices. In this …
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## [Turning your benched AI / Machine Learning models into value: How to operationalize your AI / ML models with Cumulocity IoT](https://community.cumulocity.com/t/turning-your-benched-ai-machine-learning-models-into-value-how-to-operationalize-your-ai-ml-models-with-cumulocity-iot/2496)
**Author:** [@Nick\_Van\_Damme1](https://community.cumulocity.com/u/Nick_Van_Damme1)\
**Replies:** 0\
**Last updated:** [March 6, 2024, 3:19pm UTC](https://community.cumulocity.com/t/turning-your-benched-ai-machine-learning-models-into-value-how-to-operationalize-your-ai-ml-models-with-cumulocity-iot/2496 "2024-03-06T15:19:56Z")
Authors: @Nick\_Van\_Damme1 @kanishk.chaturvedi Introduction Artificial Intelligence (AI) and Machine learning (ML) have become a ubiquitous part of modern technology, as they help deliver insights otherwise hidden…
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## [Leveraging Hyperscaler Clouds for Machine Learning Inferencing on Cumulocity IoT Data](https://community.cumulocity.com/t/leveraging-hyperscaler-clouds-for-machine-learning-inferencing-on-cumulocity-iot-data/6312)
**Author:** [@kanishk.chaturvedi](https://community.cumulocity.com/u/kanishk.chaturvedi)\
**Replies:** 0\
**Last updated:** [March 4, 2024, 2:38pm UTC](https://community.cumulocity.com/t/leveraging-hyperscaler-clouds-for-machine-learning-inferencing-on-cumulocity-iot-data/6312 "2024-03-04T14:38:03Z")
Authors: @kanishk.chaturvedi @Nick\_Van\_Damme1 Introduction In the fast-paced world of IoT, processing and analyzing data in real-time is crucial. With billions of devices generating vast amounts of data, leveraging Ma…
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## [Why Zementis and Cumulocity are significant acquisitions](https://community.cumulocity.com/t/why-zementis-and-cumulocity-are-significant-acquisitions/1183)
**Author:** [@system](https://community.cumulocity.com/u/system)\
**Replies:** 0\
**Last updated:** [April 21, 2017, 12:12pm UTC](https://community.cumulocity.com/t/why-zementis-and-cumulocity-are-significant-acquisitions/1183 "2017-04-21T12:12:21Z")
As many of you may know, we made a couple of exciting acquisitions in the past few months: Zementis, the predictive analytics company based in the U.S., and Cumulocity, the IoT device connectivity and management organi…
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## [Nyoka - yet another snake in the Python Zoo](https://community.cumulocity.com/t/nyoka-yet-another-snake-in-the-python-zoo/976)
**Author:** [@system](https://community.cumulocity.com/u/system)\
**Replies:** 0\
**Last updated:** [October 12, 2018, 10:34am UTC](https://community.cumulocity.com/t/nyoka-yet-another-snake-in-the-python-zoo/976 "2018-10-12T10:34:20Z")
Support for data science with Python In this article we introduce Nyoka, a new Python-based library that exports predictive models from popular machine learning/deep learning frameworks to PMML. Using Nyoka, data scien…
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## [ML Workbench](https://community.cumulocity.com/t/ml-workbench/674)
**Author:** [@Community-admin](https://community.cumulocity.com/u/Community-admin)\
**Replies:** 0\
**Last updated:** [August 12, 2019, 9:53am UTC](https://community.cumulocity.com/t/ml-workbench/674 "2019-08-12T09:53:38Z")
Overview ML Workbench is an open-source machine learning and artificial intelligence platform for Data Scientist to solve business problems faster and quicker, build prototypes and convert them to an actual project. Th…