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Neurdb: On the design and implementation of an ai-powered autonomous database
Databases are increasingly embracing AI to provide autonomous system optimization and
intelligent in-database analytics, aiming to relieve end-user burdens across various industry …
intelligent in-database analytics, aiming to relieve end-user burdens across various industry …
A Comparison of End-to-End Decision Forest Inference Pipelines
Decision forest, including RandomForest, XGBoost, and LightGBM, dominates the machine
learning tasks over tabular data. Recently, several frameworks were developed for decision …
learning tasks over tabular data. Recently, several frameworks were developed for decision …
Chunk2vec: A novel resemblance detection scheme based on Sentence‐BERT for post‐deduplication delta compression in network transmission
C Wang, K Wang, M Li, F Wei, N **ong - IET Communications, 2024 - Wiley Online Library
Delta compression, as a complementary technique for data deduplication, has gained
widespread attention in network storage systems. It can eliminate redundant data between …
widespread attention in network storage systems. It can eliminate redundant data between …
An efficient learning based approach for automatic record deduplication with benchmark datasets
With technological innovations, enterprises in the real world are managing every iota of data
as it can be mined to derive business intelligence (BI). However, when data comes from …
as it can be mined to derive business intelligence (BI). However, when data comes from …
A comparison of decision forest inference platforms from a database perspective
Decision forest, including RandomForest, XGBoost, and LightGBM, is one of the most
popular machine learning techniques used in many industrial scenarios, such as credit card …
popular machine learning techniques used in many industrial scenarios, such as credit card …
Serving Deep Learning Model in Relational Databases
L Zhou, Q Lin, K Chowdhury, S Masood… - arxiv preprint arxiv …, 2023 - arxiv.org
Serving deep learning (DL) models on relational data has become a critical requirement
across diverse commercial and scientific domains, sparking growing interest recently. In this …
across diverse commercial and scientific domains, sparking growing interest recently. In this …
CheckBullet: A Lightweight Checkpointing System for Robust Model Training on Mobile Networks
Training on time-series data generated from mobile networks is a resource-intensive and
time-consuming task that encounters various training failures. To cope with this issue, we …
time-consuming task that encounters various training failures. To cope with this issue, we …