Continual Learning and Catastrophic Forgetting

GM van de Ven, N Soures, D Kudithipudi - arXiv preprint arXiv:2403.05175, 2024 - arxiv.org
This book chapter delves into the dynamics of continual learning, which is the process of
incrementally learning from a non-stationary stream of data. Although continual learning is a …

Continual-learning-as-a-service (claas): On-demand efficient adaptation of predictive models

R Semola, V Lomonaco, D Bacciu - arXiv preprint arXiv:2206.06957, 2022 - arxiv.org
Predictive machine learning models nowadays are often updated in a stateless and
expensive way. The two main future trends for companies that want to build machine …

Towards a platform and benchmark suite for model training on dynamic datasets

M Böther, F Strati, V Gsteiger, A Klimovic - Proceedings of the 3rd …, 2023 - dl.acm.org
Machine learning (ML) is often applied in use cases where training data evolves and/or
grows over time. Training must incorporate data changes for high model quality, however …

Modyn: A Platform for Model Training on Dynamic Datasets With Sample-Level Data Selection

M Böther, V Gsteiger, T Robroek, A Klimovic - arXiv preprint arXiv …, 2023 - arxiv.org
Machine learning training data is often dynamic in real-world use cases, ie, data is added or
removed and may experience distribution shifts over time. Models must incorporate this …

[PDF][PDF] Creek: Leveraging Serverless for Online Machine Learning on Streaming Data.

N Takbir, T Tarek, MA Adnan - CLOSER, 2024 - scitepress.org
Recently, researchers have seen promising results in using serverless computing for real-
time machine learning inference tasks. Several researchers have also used serverless for …

Deploying Data Selection Techniques on Dynamic Datasets

M Böther, A Klimovic - 2023 - openreview.net
Machine learning training data is often dynamic in real-world use cases, ie, data is added or
removed and may experience distribution shifts over time. Models must incorporate this …

The use of digital tools for political participation in digital democracy: Qualitative analysis of 10 case studies

M JAKOVLJEV - thesis.unipd.it
This research aims to qualitatively analyze the use of digital tools for political participation in
digital democracy using 10 case studies. Technological development is influencing every …

[引用][C] Telling Stories With Data

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