Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Data science and Machine learning in the Clouds: A Perspective for the
  Future   As we are fast approaching the beginning of a paradigm shift in the field of
science, Data driven science (the so called fourth science paradigm) is going
to be the driving force in research and innovation. From medicine to
biodiversity and astronomy to geology, all these terms are somehow going to be
affected by this paradigm shift. The huge amount of data to be processed under
this new paradigm will be a major concern in the future and one will strongly
require cloud based services in all the aspects of these computations (from
storage to compute and other services). Another aspect will be energy
consumption and performance of prediction jobs and tasks within such a
scientific paradigm which will change the way one sees computation. Data
science has heavily impacted or rather triggered the emergence of Machine
Learning, Signal/Image/Video processing related algorithms, Artificial
intelligence, Robotics, health informatics, geoinformatics, and many more such
areas of interest. Hence, we envisage an era where Data science can deliver its
promises with the help of the existing cloud based platforms and services with
the addition of new services. In this article, we discuss about data driven
science and Machine learning and how they are going to be linked through cloud
based services in the future. It also discusses the rise of paradigms like
approximate computing, quantum computing and many more in recent times and
their applicability in big data processing, data science, analytics, prediction
and machine learning in the cloud environments.

3
The categories of this paper are: physics
28
The categories of this paper are: alg-geom
12
The categories of this paper are: nucl-th
17
The categories of this paper are: q-fin
35
The categories of this paper are: mtrl-th
37
The categories of this paper are: supr-con
21
The categories of this paper are: adap-org
14
The categories of this paper are: math-ph
22
The categories of this paper are: chao-dyn
16
The categories of this paper are: stat
0
The categories of this paper are: hep-ph
23
The categories of this paper are: solv-int
27
The categories of this paper are: comp-gas
26
The categories of this paper are: bayes-an
18
The categories of this paper are: econ
32
The categories of this paper are: atom-ph