most citedStratum: A Serverless Framework for Lifecycle Management of Machine Learning based Data Analytics Tasks

18 citations · 21 across the 3 of their papers we have counts for

collaborators

6 papers

q-bio.PE2020

City-Scale Agent-Based Simulators for the Study of Non-Pharmaceutical Interventions in the Context of the COVID-19 Epidemic

Shubhada Agrawal, Siddharth Bhandari, Anirban Bhattacharjee +14

We highlight the usefulness of city-scale agent-based simulators in studying various non-pharmaceutical interventions to manage an evolving pandemic. We ground our studies in the c…

cs.DC2020

Deep-Edge: An Efficient Framework for Deep Learning Model Update on Heterogeneous Edge

Anirban Bhattacharjee, Ajay Dev Chhokra, Hongyang Sun +4

Deep Learning (DL) model-based AI services are increasingly offered in a variety of predictive analytics services such as computer vision, natural language processing, speech recog…

cs.DC2019

FECBench: A Holistic Interference-aware Approach for Application Performance Modeling

Yogesh D. Barve, Shashank Shekhar, Ajay Dev Chhokra +5

Services hosted in multi-tenant cloud platforms often encounter performance interference due to contention for non-partitionable resources, which in turn causes unpredictable behav…

cs.DC2019

BARISTA: Efficient and Scalable Serverless Serving System for Deep Learning Prediction Services

Anirban Bhattacharjee, Ajay Dev Chhokra, Zhuangwei Kang +3

Pre-trained deep learning models are increasingly being used to offer a variety of compute-intensive predictive analytics services such as fitness tracking, speech and image recogn…

cs.SE20193 cited

CloudCAMP: Automating Cloud Services Deployment and Management

Anirban Bhattacharjee, Yogesh Barve, Aniruddha Gokhale +1

Users of cloud platforms often must expend significant manual efforts in the deployment and orchestration of their services on cloud platforms due primarily to having to deal with…

cs.SE201918 cited

Stratum: A Serverless Framework for Lifecycle Management of Machine Learning based Data Analytics Tasks

Anirban Bhattacharjee, Yogesh Barve, Shweta Khare +3

With the proliferation of machine learning (ML) libraries and frameworks, and the programming languages that they use, along with operations of data loading, transformation, prepar…