<s>
Intelligent	B-General_Concept
transformation	I-General_Concept
is	O
the	O
process	O
of	O
deriving	O
better	O
business	O
and	O
societal	O
outcomes	O
by	O
leveraging	O
smart	B-Device
devices	I-Device
,	O
big	B-Application
data	I-Application
,	O
artificial	B-Application
intelligence	I-Application
,	O
and	O
cloud	B-Architecture
technologies	I-Architecture
.	O
</s>
<s>
Intelligent	B-General_Concept
transformation	I-General_Concept
takes	O
place	O
where	O
devices	O
and	O
data	B-Operating_System
center	I-Operating_System
infrastructure	I-Operating_System
work	O
together	O
to	O
create	O
end-to-end	B-Application
solutions	I-Application
.	O
</s>
<s>
This	O
takes	O
place	O
by	O
leveraging	O
big	B-Application
data	I-Application
analytics	I-Application
,	O
machine	O
learning	O
,	O
cloud	B-Architecture
computing	I-Architecture
,	O
edge	B-Device
computing	I-Device
,	O
and	O
artificial	B-Application
intelligence	I-Application
.	I-Application
</s>
<s>
Intelligent	B-General_Concept
transformation	I-General_Concept
typically	O
involves	O
three	O
capabilities	O
.	O
</s>
<s>
On	O
the	O
front	O
end	O
,	O
there	O
needs	O
to	O
be	O
smart	B-Device
devices	I-Device
,	O
or	O
sensors	O
and	O
modules	O
in	O
the	O
field	O
to	O
generate	O
the	O
information	O
to	O
be	O
analyzed	O
,	O
a	O
process	O
called	O
Smart	O
Internet	O
of	O
Things	O
(	O
SIoT	O
)	O
.	O
</s>
<s>
On	O
the	O
back-end	O
,	O
data	B-Operating_System
center	I-Operating_System
infrastructure	I-Operating_System
processes	O
the	O
information	O
and	O
through	O
algorithms	O
,	O
generate	O
patterns	O
and	O
insights	O
.	O
</s>
<s>
The	O
final	O
is	O
called	O
smart	O
vertical	O
and	O
takes	O
place	O
once	O
the	O
data	O
for	O
specific	O
use	B-Architecture
cases	I-Architecture
to	O
be	O
addressed	O
.	O
</s>
<s>
The	O
more	O
use	B-Architecture
cases	I-Architecture
a	O
vendor	O
is	O
able	O
to	O
address	O
,	O
the	O
more	O
quickly	O
that	O
it	O
will	O
likely	O
become	O
the	O
leading	O
provider	O
of	O
intelligent	O
solutions	O
to	O
a	O
particular	O
industry	O
.	O
</s>
<s>
In	O
the	O
healthcare	O
industry	O
,	O
intelligent	B-General_Concept
transformation	I-General_Concept
can	O
help	O
to	O
develop	O
the	O
next	O
generation	O
of	O
radiology	O
tools	O
and	O
help	O
surgeons	O
create	O
more	O
precise	O
analytics	O
for	O
pathology	O
images	O
.	O
</s>
<s>
Microsoft	O
incorporates	O
intelligent	B-General_Concept
transformation	I-General_Concept
in	O
its	O
Surface	O
Hub	O
2	O
digital	O
whiteboard	O
for	O
smart	O
office	O
by	O
integrating	O
hardware	O
and	O
software	O
solutions	O
together	O
.	O
</s>
<s>
Features	O
developed	O
through	O
intelligent	B-General_Concept
transformation	I-General_Concept
include	O
a	O
4K	O
camera	O
for	O
Skype	O
,	O
4	O
screen	O
tilling	O
,	O
and	O
incorporation	O
of	O
collaboration	O
tools	O
such	O
as	O
Windows	O
,	O
Office	O
,	O
and	O
Skype	O
.	O
</s>
<s>
Intelligent	B-General_Concept
transformation	I-General_Concept
is	O
used	O
by	O
Lenovo	O
in	O
various	O
products	O
such	O
as	O
smart	B-Device
speakers	I-Device
,	O
smart	B-Application
watches	I-Application
and	O
smart	B-Device
displays	I-Device
which	O
use	O
various	O
AI	B-Application
technology	O
.	O
</s>
<s>
Smart	B-Device
devices	I-Device
would	O
include	O
Smart	O
PC	O
Yoga	O
S940	O
by	O
Lenovo	O
which	O
uses	O
AI	B-Application
technologies	O
to	O
detect	O
user	O
attention	O
and	O
protect	O
work	O
privacy	O
by	O
automatically	O
adjusting	O
the	O
display	O
background	O
.	O
</s>
<s>
An	O
example	O
of	O
vertical	O
use	B-Architecture
case	I-Architecture
would	O
include	O
DaystAR	O
for	O
remote	O
monitoring	O
of	O
airline	O
maintenance	O
process	O
,	O
which	O
has	O
been	O
applied	O
to	O
manufacturing	O
and	O
aviation	O
.	O
</s>
<s>
Intelligent	B-General_Concept
transformation	I-General_Concept
is	O
also	O
used	O
by	O
LiveTiles	O
to	O
create	O
employee	O
and	O
customer-facing	O
chatbots	B-Application
powered	O
by	O
Microsoft	B-General_Concept
natural	I-General_Concept
language	I-General_Concept
.	O
</s>
