Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Differentiate Quality of Experience Scheduling for Deep Learning
  Applications with Docker Containers in the Cloud   With the prevalence of big-data-driven applications, such as face recognition
on smartphones and tailored recommendations from Google Ads, we are on the road
to a lifestyle with significantly more intelligence than ever before. For
example, Aipoly Vision [1] is an object and color recognizer that helps the
blind, visually impaired, and color blind understand their surroundings. At the
back end side of their intelligence, various neural networks powered models are
running to enable quick responses to users. Supporting those models requires
lots of cloud-based computational resources, e.g. CPUs and GPUs. The cloud
providers charge their clients by the amount of resources that they occupied.
From clients' perspective, they have to balance the budget and quality of
experiences (e.g. response time). The budget leans on individual business
owners and the required Quality of Experience (QoE) depends on usage scenarios
of different applications, for instance, an autonomous vehicle requires
realtime response, but, unlocking your smartphone can tolerate delays. However,
cloud providers fail to offer a QoE based option to their clients. In this
paper, we propose DQoES, a differentiate quality of experience scheduler for
deep learning applications. DQoES accepts client's specification on targeted
QoEs, and dynamically adjust resources to approach their targets. Through
extensive, cloud-based experiments, DQoES demonstrates that it can schedule
multiple concurrent jobs with respect to various QoEs and achieve up to 8x
times more satisfied models compared to the existing system.

16
The categories of this paper are: stat
10
The categories of this paper are: q-bio
19
The categories of this paper are: eess
8
The categories of this paper are: hep-ex
27
The categories of this paper are: comp-gas
24
The categories of this paper are: dg-ga
14
The categories of this paper are: math-ph
21
The categories of this paper are: adap-org
4
The categories of this paper are: cond-mat
2
The categories of this paper are: math
15
The categories of this paper are: nucl-ex
0
The categories of this paper are: hep-ph
11
The categories of this paper are: hep-lat
9
The categories of this paper are: nlin
5
The categories of this paper are: gr-qc
23
The categories of this paper are: solv-int