# How controllers from industrial machinery can coordinate multitask machine learning

DevFeed: [How controllers from industrial machinery can coordinate multitask machine learning](<https://devfeed.tech/articles/how-controllers-from-industrial-machinery-can-coordinate-multitask-machine-learning-7601.md>)

Original publisher: [Read original article](<https://www.amazon.science/blog/how-controllers-from-industrial-machinery-can-coordinate-multitask-machine-learning>)

Author: Theodore Vasiloudis

Published: 2026-07-30T17:26:47Z

Content type: article

Language: en

Sources: [Amazon Science homepage](<https://devfeed.tech/sources/amazon-science-homepage.md>)

Topics: [Machine Learning & Artificial Intelligence](<https://devfeed.tech/topics/machine-learning-artificial-intelligence.md>), [Graphs](<https://devfeed.tech/topics/graphs.md>), [Training AI Models](<https://devfeed.tech/topics/training-ai-models.md>), [Neural Network](<https://devfeed.tech/topics/neural-network.md>), [data](<https://devfeed.tech/topics/data.md>), [Algorithm](<https://devfeed.tech/topics/algorithm.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [data](<https://devfeed.tech/tags/data.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [model](<https://devfeed.tech/tags/model.md>), [multitask-learning](<https://devfeed.tech/tags/multitask-learning.md>), [research](<https://devfeed.tech/tags/research.md>), [self-supervised-learning](<https://devfeed.tech/tags/self-supervised-learning.md>), [train](<https://devfeed.tech/tags/train.md>), [training](<https://devfeed.tech/tags/training.md>)

## AI overview

ControlG addresses conflicting objectives in graph self-supervised learning by allocating computational capacity to one objective at a time and using a proportional-integral-derivative controller to select which objective receives attention next.

## Source excerpt

Instead of compromising among parameter updates dictated by different training objectives, ControlG allocates computational capacity to objectives sequentially and dynamically.