Comparison of Microservice Call Rate Predictions for Replication in the Cloud

no code implementations • 29 Oct 2023 • Narges Mehran, Arman Haghighi, Pedram Aminharati, Nikolay Nikolov, Ahmet Soylu, Dumitru Roman, Radu Prodan

Today, many users deploy their microservice-based applications with various interconnections on a cluster of Cloud machines, subject to stochastic changes due to dynamic user requirements.

regression

Scaling Data Science Solutions with Semantics and Machine Learning: Bosch Case

no code implementations • 2 Aug 2023 • Baifan Zhou, Nikolay Nikolov, Zhuoxun Zheng, Xianghui Luo, Ognjen Savkovic, Dumitru Roman, Ahmet Soylu, Evgeny Kharlamov

Industry 4. 0 and Internet of Things (IoT) technologies unlock unprecedented amount of data from factory production, posing big data challenges in volume and variety.

Data Integration Distributed Computing

ContrastNER: Contrastive-based Prompt Tuning for Few-shot NER

no code implementations • 29 May 2023 • Amirhossein Layegh, Amir H. Payberah, Ahmet Soylu, Dumitru Roman, Mihhail Matskin

Prompt-based language models have produced encouraging results in numerous applications, including Named Entity Recognition (NER) tasks.

Contrastive Learning few-shot-ner +6