Apache Flink 1 is an open-source system for processing streaming and batch data. Flink is built on the philosophy that many classes of data processing applications, including real …
Video cameras are pervasively deployed for security and smart city scenarios, with millions of them in large cities worldwide. Achieving the potential of these cameras requires …
Organizations deploy a hierarchy of clusters-cameras, private clusters, public clouds-for analyzing live video feeds from their cameras. Video analytics queries have many …
T Akidau, R Bradshaw, C Chambers… - Proceedings of the …, 2015 - dl.acm.org
Unbounded, unordered, global-scale datasets are increasingly common in day-to-day business (eg Web logs, mobile usage statistics, and sensor networks). At the same time …
H Zhang, G Chen, BC Ooi, KL Tan… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Growing main memory capacity has fueled the development of in-memory big data management and processing. By eliminating disk I/O bottleneck, it is now possible to support …
With the ubiquity of real-time data, organizations need streaming systems that are scalable, easy to use, and easy to integrate into business applications. Structured Streaming is a new …
Serving ML prediction pipelines spanning multiple models and hardware accelerators is a key challenge in production machine learning. Optimally configuring these pipelines to meet …
In this paper, we reflect on the state of the art of Approximate Query Processing. Although much technical progress has been made in this area of research, we are yet to see its impact …
As data volumes continue to rise, manual inspection is becoming increasingly untenable. In response, we present MacroBase, a data analytics engine that prioritizes end-user attention …