Kontakt
Jak nakupovat
Doručení
Nákupní rádce
Streaming Predictive Analytics on Apache Flink
Angličtina
73 b
Až 30 dní na vrácení zboží
Zákazníci také koupili
/
Brožovaná
358
Kč
Data analysis and predictive analytics today are driven by large scale distributed deployments of complex pipelines, guiding data cleaning, model training and evaluation. In this work, we focus on the problem of modelling such a pipeline framework and providing algorithms that build on top of basic abstractions, fundamental to stream processing. We design a streaming machine learning pipeline as a series of stages such as model building, concept drift detection and continuous evaluation. We build our prototype on Apache Flink, a distributed data processing system with streaming capabilities along with a state-of-the-art implementation of a variation of Vertical Hoeffding Tree (VHT), a distributed decision tree classification algorithm as a proof of concept. Furthermore, we compare our version of VHT with the current state-of-the-art implementations on distributed data processing systems. Our experimental results on real-world data sets show significant performance benefits of our pipeline while maintaining low classification error. We believe, that this pipeline framework can offer a good baseline for a full-fledged implementation of streaming algorithms which can work in parallel.
Informace o knize
Angličtina
Darujte tuto knihu ještě dnes
Je to snadné
1 Přidejte knihu do košíku a zvolte doručit jako dárek 2 Obratem vám zašleme poukaz 3 Kniha dorazí na adresu obdarovanéhoMohlo by vás také zajímat
/
Brožovaná
362
Kč
/
Pevná
685
Kč
/
Brožovaná
881
Kč
/
Brožovaná
181
Kč
/
Brožovaná
547
Kč
Ahoj! Jsem Libroamiko, tvůj knižní rádce.
Jak ti můžu pomoct?