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8938
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Evaluation Warning : The document was created with Spire.PDF for Python.
I
SS
N
:
2
2
5
2
-
8938
IJ
-
AI
Vo
l.
7
,
No
.
1
,
Ma
r
ch
20
1
8
:
19
–
32
20
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An
an
al
y
s
i
s
o
f
th
e
m
aj
o
r
ec
o
n
o
m
ies
[
1
]
s
h
o
w
s
t
h
at
th
e
GDP
g
r
o
w
t
h
h
a
s
b
ee
n
s
tag
n
an
t
o
r
h
as
d
ec
lin
ed
in
s
e
v
er
al
d
ev
elo
p
ed
co
u
n
tr
ie
s
d
u
r
in
g
t
h
e
p
ast
f
e
w
d
ec
ad
e
s
.
T
h
e
av
er
ag
e
GDP
g
r
o
w
th
o
f
J
ap
an
,
US,
UK,
Fra
n
ce
,
I
tal
y
,
Ger
m
a
n
y
w
as
3
.
0
in
t
h
e
ei
g
h
t
ies,
2
.
1
in
th
e
n
i
n
eties
a
n
d
1
.
1
d
u
r
in
g
th
e
f
ir
s
t
d
ec
ad
e
o
f
th
e
c
u
r
r
en
t
ce
n
tu
r
y
.
Fo
r
q
u
ite
s
o
m
e
ti
m
e,
ca
p
ital
an
d
lab
o
u
r
h
av
e
b
ee
n
s
ee
n
as
t
h
e
f
ac
to
r
s
o
f
p
r
o
d
u
ctio
n
.
Ho
w
e
v
er
,
s
t
u
d
ies
s
h
o
w
t
h
at
th
e
ca
p
ital
e
f
f
icie
n
c
y
r
ate
h
as
b
ee
n
d
ec
li
n
i
n
g
.
F
u
r
t
h
er
,
th
e
w
o
r
k
i
n
g
ag
e
p
o
p
u
lati
o
n
is
n
o
t
in
cr
ea
s
in
g
in
m
an
y
d
ev
elo
p
ed
co
u
n
tr
ies.
T
h
e
n
et
ef
f
ec
t
i
s
th
e
m
ar
g
in
a
l
GDP
g
r
o
w
t
h
i
n
th
e
d
e
v
elo
p
ed
co
u
n
tr
ies.
A
cc
e
n
t
u
r
e
h
as
d
o
n
e
an
an
al
y
s
is
o
f
1
2
m
aj
o
r
ec
o
n
o
m
ie
s
an
d
h
av
e
p
r
ed
icted
th
at
th
e
ad
o
p
tio
n
o
f
A
I
h
as
t
h
e
p
o
ten
tial
to
d
o
u
b
le
th
e
ec
o
n
o
m
ic
g
r
o
w
th
r
ate
b
y
2
0
3
5
.
I
n
v
ie
w
o
f
t
h
e
r
ec
en
t a
d
v
an
ce
s
in
th
e
ar
ea
o
f
A
I
an
d
its
p
o
ten
tial i
m
p
ac
t o
n
t
h
e
j
o
b
o
p
p
o
r
tu
n
it
y
,
i
t h
a
s
b
ec
o
m
e
n
ec
es
s
ar
y
f
o
r
ev
er
y
c
o
u
n
tr
y
to
p
r
ep
ar
e
an
ac
tio
n
p
lan
to
tak
e
t
h
e
b
en
e
f
it
s
o
f
t
h
e
o
p
p
o
r
tu
n
i
t
y
a
n
d
d
ea
l
w
it
h
th
e
c
h
alle
n
g
es.
I
t
n
ee
d
s
t
o
id
en
tify
t
h
e
p
r
io
r
it
y
ar
ea
s
f
o
r
in
v
e
s
t
m
e
n
t
i
n
tec
h
n
o
lo
g
y
d
e
v
elo
p
m
e
n
t
to
b
u
ild
AI
-
b
ased
s
o
lu
tio
n
s
.
A
t th
e
s
a
m
e
ti
m
e,
it sh
o
u
ld
also
tak
e
s
t
ep
s
to
p
r
e
p
ar
e
th
e
w
o
r
k
er
s
to
tak
e
u
p
th
e
n
e
w
t
y
p
es
o
f
j
o
b
s
w
h
ich
m
a
y
e
m
e
r
g
e.
I
t
is
n
o
t
p
o
s
s
ib
le
f
o
r
a
n
y
co
u
n
tr
y
to
k
ee
p
i
ts
el
f
u
n
to
u
c
h
ed
f
r
o
m
t
h
e
i
m
p
ac
t
b
u
t
i
t
ca
n
d
ea
l
w
i
th
it
w
e
ll b
y
p
u
tt
in
g
n
ec
e
s
s
ar
y
i
n
f
r
astr
u
ctu
r
e
a
n
d
p
o
licy
i
n
p
lace
[
2
]
.
Sev
er
al
co
u
n
tr
ies
h
a
v
e
alr
ea
d
y
f
o
r
m
u
la
ted
th
eir
p
o
licy
f
o
r
A
I
[
3
-
7
]
.
I
n
d
ia
ca
n
’
t
af
f
o
r
d
to
b
e
l
ef
t
b
eh
i
n
d
.
I
t
m
i
s
s
ed
th
e
b
en
ef
its
o
f
th
e
f
i
r
s
t
an
d
s
ec
o
n
d
in
d
u
s
tr
ial
r
ev
o
l
u
tio
n
s
d
u
e
to
p
o
liti
ca
l
r
ea
s
o
n
s
.
Ho
w
e
v
er
,
it
co
u
ld
g
ain
th
e
b
e
n
ef
i
ts
o
f
th
e
r
e
v
o
l
u
tio
n
d
u
e
to
in
f
o
r
m
at
io
n
tec
h
n
o
lo
g
y
u
s
in
g
t
h
e
tale
n
t
a
v
aila
b
le
in
th
e
co
u
n
tr
y
.
I
t
h
as
n
o
t
o
n
l
y
m
ad
e
w
ea
lth
b
y
t
h
e
ex
p
o
r
t
o
f
s
o
f
t
w
ar
e
b
u
t
c
o
u
ld
p
r
o
v
id
e
j
o
b
s
to
m
illi
o
n
s
o
f
ed
u
ca
ted
p
eo
p
le.
T
h
is
ad
v
an
tag
e
i
s
at
r
is
k
to
d
ay
s
in
ce
m
o
s
t
o
f
t
h
e
co
m
p
an
ies
a
r
e
au
to
m
ati
n
g
t
h
e
p
r
o
ce
s
s
es
u
s
in
g
A
I
tech
n
o
lo
g
y
.
T
h
er
ef
o
r
e,
th
e
co
u
n
tr
y
h
as to
m
ak
e
i
t r
ea
d
y
to
g
ai
n
f
r
o
m
t
h
e
o
p
p
o
r
tu
n
it
y
an
d
f
ac
e
t
h
e
c
h
all
en
g
e
s
d
u
e
to
A
I
.
T
h
e
p
r
o
b
lem
is
r
ef
lecte
d
in
t
h
e
r
ec
en
t
n
e
w
s
f
r
o
m
t
h
e
b
u
s
i
n
ess
w
o
r
ld
.
R
ec
en
tl
y
,
I
n
f
o
s
y
s
an
n
o
u
n
ce
d
th
at
it
h
as
r
elea
s
ed
8
0
0
0
-
9
0
0
0
e
m
p
lo
y
ee
s
d
u
r
in
g
t
h
e
la
s
t
o
n
e
y
ea
r
d
u
e
to
au
to
m
atio
n
o
f
j
o
b
s
.
Ou
t
o
f
th
at
f
e
w
h
u
n
d
r
ed
s
w
er
e
b
ein
g
r
etr
ai
n
e
d
f
o
r
n
e
w
t
y
p
es
o
f
j
o
b
s
.
T
h
ese
e
m
p
lo
y
ee
s
w
h
o
h
a
v
e
b
ee
n
r
elea
s
ed
an
d
ar
e
n
o
t
b
ein
g
r
e
-
s
k
illed
ar
e
lik
el
y
to
l
o
s
e
th
eir
j
o
b
s
.
Sim
ilar
tr
en
d
s
c
an
b
e
s
ee
n
i
n
o
th
er
co
m
p
an
ies.
T
h
o
u
g
h
th
e
n
u
m
b
er
o
f
laid
o
f
f
e
m
p
lo
y
ee
s
m
a
y
b
e
e
x
ag
g
er
ate
d
,
it
is
ti
m
e
t
h
at
all
th
e
s
ta
k
eh
o
ld
er
s
tak
e
a
n
o
te
o
f
th
is
.
E
v
e
n
if
th
e
n
u
m
b
er
o
f
em
p
lo
y
ee
s
laid
o
f
f
is
s
m
all,
w
e
n
ee
d
to
ex
p
lo
r
e
th
e
w
a
y
s
to
r
etr
ain
th
e
m
an
d
s
u
p
p
o
r
t th
e
m
in
t
h
e
p
h
a
s
e
o
f
tr
an
s
i
tio
n
o
f
j
o
b
s
o
th
at
th
e
y
ca
n
d
ea
l
w
it
h
th
e
s
it
u
atio
n
i
n
an
ef
f
ec
ti
v
e
w
a
y
.
I
n
v
ie
w
o
f
t
h
e
ab
o
v
e,
it
is
n
ec
ess
ar
y
f
o
r
I
n
d
ia
to
f
o
r
m
u
la
te
a
w
e
ll
-
co
n
s
id
er
ed
p
o
lic
y
.
T
h
e
r
ep
o
r
t
p
r
esen
ts
an
o
v
er
v
ie
w
o
f
th
e
ar
ea
an
d
s
u
g
g
est
s
w
a
y
f
o
r
w
ar
d
f
o
r
I
n
d
ia.
I
t
lo
o
k
s
in
to
th
e
w
a
y
t
h
e
tech
n
o
lo
g
y
is
b
ein
g
u
s
ed
in
v
ar
io
u
s
co
u
n
t
r
ies
ac
r
o
s
s
t
h
e
w
o
r
ld
a
n
d
ex
a
m
in
e
s
t
h
e
s
tat
u
s
o
f
A
I
ap
p
licatio
n
s
i
n
I
n
d
ia.
I
t
also
s
u
g
g
e
s
ts
w
h
at
n
ee
d
to
b
e
d
o
n
e
w
it
h
r
esp
ec
t
to
A
p
p
li
ca
tio
n
s
&
I
n
f
r
astr
u
ctu
r
e;
R
e
g
u
latio
n
s
&
P
o
licy
;
R
esear
ch
&
De
v
elo
p
m
e
n
t; a
n
d
Hu
m
a
n
R
e
s
o
u
r
ce
Dev
e
lo
p
m
en
t.
2.
AI
AP
P
L
I
CAT
I
O
NS
-
I
NT
E
RNAT
I
O
NAL
SCE
NARIO
I
n
o
r
d
er
to
ass
ess
th
e
cu
r
r
e
n
t
lev
el
o
f
ad
o
p
tio
n
o
f
A
I
tech
n
o
lo
g
y
,
t
h
er
e
is
a
n
ee
d
to
lo
o
k
in
to
th
e
ap
p
licatio
n
s
w
h
ic
h
h
av
e
b
ee
n
d
ev
elo
p
ed
ac
r
o
s
s
th
e
w
o
r
ld
.
T
h
e
f
o
llo
w
i
n
g
p
ar
ag
r
ap
h
s
d
is
cu
s
s
th
e
ap
p
licatio
n
s
w
h
ic
h
h
a
v
e
b
ee
n
d
ep
lo
y
ed
o
r
ar
e
at
th
e
ad
v
a
n
ce
d
lev
el
o
f
d
ev
elo
p
m
en
t.
T
h
e
ex
a
m
p
le
s
g
iv
en
b
elo
w
ar
e
f
o
r
illu
s
tr
atio
n
p
u
r
p
o
s
e
o
n
l
y
.
As
n
e
w
ap
p
licatio
n
s
ar
e
b
ein
g
d
ev
elo
p
ed
ev
er
y
d
a
y
,
th
er
e
m
a
y
b
e
m
a
n
y
m
o
r
e
t
y
p
es
o
f
ap
p
licatio
n
s
w
h
ich
m
i
g
h
t n
o
t b
e
lis
ted
h
er
e
.
2
.
1
.
He
a
lt
hca
re
A
I
h
as
b
ee
n
u
s
ed
in
th
e
d
o
m
a
in
o
f
h
ea
lt
h
ca
r
e
f
o
r
q
u
ite
s
o
m
e
tim
e.
A
cc
o
r
d
in
g
to
a
r
ep
o
r
t,
th
er
e
ar
e
m
o
r
e
t
h
an
1
0
0
s
tar
tu
p
co
m
p
a
n
ies
w
o
r
k
in
g
o
n
th
e
ap
p
licatio
n
o
f
A
I
in
h
ea
lth
ca
r
e
d
o
m
ai
n
[
8
]
.
So
m
e
ap
p
licatio
n
s
h
av
e
alr
ea
d
y
b
ee
n
d
ep
lo
y
ed
w
h
er
ea
s
a
la
r
g
e
n
u
m
b
er
o
f
th
ese
ar
e
u
n
d
er
d
ev
elo
p
m
e
n
t
i
n
s
ev
er
al
co
u
n
tr
ie
s
.
Usi
n
g
t
h
e
ad
v
a
n
ce
s
i
n
n
at
u
r
al
lan
g
u
a
g
e
p
r
o
ce
s
s
in
g
tec
h
n
iq
u
es,
s
ev
er
al
co
n
v
er
s
atio
n
al
ap
p
licatio
n
s
h
a
v
e
b
ee
n
d
ev
elo
p
ed
.
Vir
tu
al
n
u
r
s
e
i
s
a
n
ap
p
licatio
n
w
h
ic
h
i
s
b
ein
g
u
s
e
d
in
s
e
v
er
al
t
y
p
e
s
o
f
e
n
v
ir
o
n
m
en
ts
.
I
t
ca
n
p
er
f
o
r
m
th
e
tas
k
s
w
h
ic
h
ar
e
n
o
r
m
al
l
y
p
er
f
o
r
m
ed
b
y
a
h
u
m
a
n
n
u
r
s
e.
Mo
ll
y
,
a
v
ir
t
u
al
n
u
r
s
e
d
ev
elo
p
ed
b
y
th
e
s
tar
tu
p
,
Sen
s
e.
l
y
as
s
is
t
s
th
e
p
atien
t
s
in
m
a
n
a
g
i
n
g
t
h
e
ch
r
o
n
ic
co
n
d
iti
o
n
s
af
ter
th
e
tr
ea
t
m
en
t
o
r
b
et
w
ee
n
th
e
f
o
llo
w
-
u
p
co
n
s
u
ltatio
n
s
[
9
]
.
T
h
e
ab
ilit
y
o
f
A
I
alg
o
r
it
h
m
s
to
lo
ca
te
th
e
r
elev
an
t
in
f
o
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m
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tio
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as
b
ee
n
f
o
u
n
d
to
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o
f
g
r
ea
t
u
s
e.
W
atso
n
f
o
r
On
co
lo
g
i
s
ts
d
ev
el
o
p
ed
b
y
I
B
M
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elp
s
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d
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in
f
in
d
i
n
g
t
h
e
r
elev
a
n
t m
ater
ia
l
f
r
o
m
a
lar
g
e
n
u
m
b
er
o
f
p
ap
er
s
/d
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cu
m
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n
t
s
w
h
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co
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b
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th
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ca
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d
.
I
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an
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s
tr
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ct
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an
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ed
Evaluation Warning : The document was created with Spire.PDF for Python.
IJ
-
AI
I
SS
N:
2252
-
8938
A
r
tifi
cia
l I
n
tellig
en
ce
:
W
a
y
F
o
r
w
a
r
d
fo
r
I
n
d
ia
(
S
u
n
il K
u
ma
r
S
r
iva
s
ta
va
)
21
d
ata.
I
f
th
e
p
r
esen
t
ca
s
e
is
s
i
m
ilar
to
an
y
ca
s
e
r
ep
o
r
ted
in
an
y
p
u
b
lica
tio
n
/d
o
cu
m
e
n
t
an
d
a
p
ar
ticu
lar
tr
ea
t
m
en
t
p
lan
h
as
b
ee
n
f
o
u
n
d
to
b
e
ef
f
ec
tiv
e,
th
e
i
n
f
o
r
m
atio
n
r
ep
o
r
ted
m
a
y
b
e
u
s
e
f
u
l
f
o
r
th
e
tr
ea
t
m
en
t
in
t
h
e
p
r
esen
t
ca
s
e
[
1
0
]
.
So
m
e
co
m
p
an
ies
ar
e
d
ev
elo
p
in
g
A
I
-
b
ased
s
y
s
te
m
s
w
h
ic
h
ca
n
p
r
o
v
id
e
co
n
s
u
lta
tio
n
.
I
t
is
esp
ec
iall
y
u
s
e
f
u
l
i
n
n
o
n
-
cr
i
tical
co
n
d
itio
n
s
o
r
i
n
th
e
s
it
u
atio
n
w
h
en
h
u
m
an
d
o
cto
r
is
n
o
t
a
v
ailab
le
at
all.
A
n
e
x
a
m
p
le
is
B
ab
y
lo
n
d
ev
e
lo
p
ed
b
y
B
ab
y
l
o
n
Hea
lth
[
1
1
]
.
I
t
p
r
o
v
id
es
co
n
s
u
ltatio
n
to
t
h
e
u
s
er
b
ased
o
n
th
e
s
y
m
p
to
m
s
r
ep
o
r
ted
.
I
t
ask
s
th
e
u
s
er
f
e
w
s
i
m
p
le
q
u
e
s
tio
n
s
in
s
p
o
k
e
n
n
a
tu
r
al
lan
g
u
a
g
e
an
d
th
e
u
s
er
ca
n
an
s
w
er
in
n
at
u
r
al
lan
g
u
a
g
e.
I
t
s
ea
r
ch
es
a
lar
g
e
d
atab
ase
o
f
s
y
m
p
to
m
s
an
d
p
r
o
v
id
es
th
e
ap
p
r
o
p
r
iate
m
ed
ic
al
ad
v
ice.
I
n
ca
s
e
it
f
i
n
d
s
n
ec
e
s
s
ar
y
,
it a
d
v
is
e
s
th
e
p
atien
t to
ap
p
r
o
ac
h
th
e
d
o
cto
r
i
m
m
ed
iatel
y
.
2
.2
.
E
du
ca
t
io
n
I
n
telli
g
en
t
t
u
to
r
in
g
s
y
s
te
m
s
h
a
v
e
b
ee
n
d
e
v
elo
p
ed
s
in
ce
th
e
e
i
g
h
t
ies.
Se
v
er
al
ap
p
licatio
n
s
h
a
v
e
b
ee
n
i
n
u
s
e
f
o
r
q
u
ite
s
o
m
e
t
i
m
e.
W
i
th
t
h
e
ad
v
a
n
ce
s
i
n
A
I
tec
h
n
i
q
u
es
s
u
c
h
as
n
at
u
r
al
la
n
g
u
a
g
e
p
r
o
ce
s
s
in
g
,
etc,
it
h
as
b
ec
o
m
e
p
o
s
s
ib
le
to
d
ev
elo
p
a
n
u
m
b
er
o
f
n
e
w
ap
p
lica
tio
n
s
.
As
ed
u
ca
tio
n
its
el
f
is
cr
u
cial
f
o
r
g
r
o
w
t
h
in
s
ev
er
al
d
o
m
ai
n
s
,
t
h
e
n
et
i
m
p
a
ct
o
f
A
I
i
n
ed
u
ca
tio
n
w
o
u
ld
b
e
q
u
ite
h
i
g
h
.
T
h
e
ap
p
licatio
n
s
o
f
A
I
in
ed
u
ca
tio
n
in
cl
u
d
e
an
s
w
er
i
n
g
t
h
e
q
u
er
ies
o
f
th
e
s
t
u
d
en
t
s
,
ask
i
n
g
q
u
esti
o
n
s
an
d
p
r
o
v
id
in
g
f
ee
d
b
ac
k
,
ass
ess
m
en
t
o
f
n
ar
r
ativ
e
an
s
w
er
s
.
A
s
tu
d
y
h
a
s
p
r
ed
icted
th
at
A
I
w
o
u
ld
tr
an
s
f
o
r
m
ed
u
ca
tio
n
d
u
r
in
g
t
h
e
n
e
x
t 4
-
5
y
ea
r
s
[
1
2
]
.
I
t
h
as
b
ec
o
m
e
p
o
s
s
ib
le
to
cr
e
ate
b
o
ts
w
h
ic
h
ap
p
ea
r
lik
e
a
h
u
m
a
n
.
I
n
a
n
e
x
p
er
i
m
e
n
t,
a
p
r
o
f
ess
o
r
at
Geo
r
g
ia
T
ec
h
cr
ea
ted
an
A
I
-
p
o
w
er
ed
s
y
s
te
m
to
w
o
r
k
as
h
i
s
teac
h
i
n
g
as
s
is
tan
t
to
ass
is
t
i
n
a
co
u
r
s
e
w
h
ic
h
w
a
s
b
ein
g
ta
u
g
h
t
b
y
h
i
m
.
I
t
in
ter
a
cted
w
it
h
th
e
s
tu
d
e
n
ts
j
u
s
t
li
k
e
a
h
u
m
an
teac
h
i
n
g
as
s
i
s
tan
t
[
1
3
]
.
I
t
ass
ess
ed
th
e
ass
i
g
n
m
e
n
ts
o
f
t
h
e
s
tu
d
e
n
ts
f
o
r
g
r
ad
in
g
a
n
d
an
s
w
er
ed
th
eir
q
u
er
ie
s
i
n
n
a
tu
r
al
la
n
g
u
ag
e
u
s
in
g
e
m
ail
.
T
h
e
s
tu
d
en
t
s
co
u
ld
n
e
v
er
r
ea
li
ze
d
u
r
in
g
t
h
e
e
n
tire
s
e
m
es
ter
t
h
at
t
h
e
y
w
er
e
i
n
ter
ac
tin
g
w
i
th
a
s
y
s
te
m
an
d
n
o
t
a
h
u
m
a
n
u
n
til t
h
e
y
w
er
e
to
ld
s
o
b
y
t
h
e
p
r
o
f
es
s
o
r
h
i
m
s
el
f
.
W
ith
A
I
,
it
h
a
s
b
ec
o
m
e
p
o
s
s
ib
le
to
ass
e
s
s
t
h
e
s
u
b
j
ec
tiv
e
a
n
s
w
er
s
g
i
v
e
n
b
y
t
h
e
s
tu
d
e
n
ts
.
Use
o
f
m
ac
h
in
e
s
in
ass
e
s
s
i
n
g
s
u
b
j
ec
tiv
e
an
s
w
er
s
r
esu
lt
s
in
s
u
b
s
ta
n
tial
s
a
v
in
g
o
f
ti
m
e
a
n
d
b
r
in
g
s
u
n
i
f
o
r
m
i
t
y
i
n
th
e
as
s
es
s
m
en
t.
B
o
ts
ar
e
b
ei
n
g
u
s
ed
to
as
s
es
s
t
h
e
s
u
b
j
ec
tiv
e
an
s
w
er
g
i
v
e
n
b
y
th
e
s
t
u
d
en
t
s
ap
p
ea
r
in
g
in
GR
E
test
ad
m
in
i
s
ter
ed
b
y
E
T
S
[
1
4
]
.
I
n
o
n
e
p
ar
t
o
f
th
e
test
to
ass
e
s
s
th
e
r
ea
s
o
n
i
n
g
ab
ilit
y
o
f
th
e
s
t
u
d
en
t,
t
h
e
s
tu
d
e
n
ts
ar
e
s
u
p
p
o
s
ed
to
g
iv
e
n
ar
r
ativ
e
an
s
w
er
s
.
T
ill
n
o
w
,
th
is
w
as
b
ein
g
a
s
s
es
s
ed
b
y
t
w
o
h
u
m
a
n
ex
p
er
ts
to
r
ed
u
ce
th
e
p
o
s
s
ib
ilit
y
o
f
a
n
y
er
r
o
r
.
A
f
ter
t
esti
n
g
t
h
e
p
er
f
o
r
m
an
ce
o
f
t
h
e
ap
p
licatio
n
o
v
er
a
lo
n
g
d
u
r
atio
n
o
f
ti
m
e,
E
T
S h
as
n
o
w
r
ep
lace
d
o
n
e
o
f
t
h
e
t
w
o
h
u
m
a
n
e
x
p
er
ts
b
y
a
b
o
t.
Desp
ite
th
e
av
a
ilab
ilit
y
o
f
a
lar
g
e
a
m
o
u
n
t
o
f
d
ig
ital
lear
n
i
n
g
m
ater
ial,
th
e
u
s
e
o
f
co
m
p
u
ter
-
b
ase
d
ed
u
ca
tio
n
h
as
r
e
m
ain
ed
li
m
ite
d
d
u
e
to
lack
o
f
t
h
e
p
o
s
s
ib
ilit
y
o
f
p
er
s
o
n
aliza
tio
n
.
A
h
u
m
an
t
ea
ch
er
p
er
s
o
n
alize
s
th
e
co
n
ten
t
d
ep
en
d
in
g
o
n
th
e
n
ee
d
s
o
f
th
e
s
tu
d
en
t.
E
v
er
y
s
tu
d
e
n
t
h
as
a
d
if
f
er
e
n
t
lev
el
o
f
k
n
o
w
led
g
e
an
d
ap
titu
d
e.
T
h
er
ef
o
r
e,
th
e
s
a
m
e
co
n
ten
t
f
o
r
ev
er
y
s
t
u
d
en
t
d
o
es
n
o
t
w
o
r
k
.
I
f
th
e
s
t
u
d
en
t
h
as
n
o
t
b
ee
n
ab
le
to
u
n
d
er
s
ta
n
d
th
e
cu
r
r
en
t
to
p
ic,
th
e
s
y
s
te
m
s
h
o
u
ld
n
o
t
p
r
o
ce
e
d
t
o
th
e
n
ex
t
to
p
ic.
Sim
ilar
l
y
,
i
f
a
s
tu
d
e
n
t
alr
ea
d
y
h
a
s
k
n
o
w
led
g
e
o
f
t
h
e
to
p
ic,
th
e
co
n
ten
t
b
ec
o
m
es
r
ep
etiti
v
e
an
d
t
h
e
s
t
u
d
en
t
g
ets
d
i
s
in
ter
e
s
ted
.
P
er
s
o
n
aliza
tio
n
h
a
s
b
ec
o
m
e
p
o
s
s
ib
le
u
s
i
n
g
A
I
.
S
u
ch
a
s
y
s
te
m
ca
n
ad
ap
t th
e
co
n
t
en
t d
ep
en
d
i
n
g
o
n
t
h
e
r
eq
u
ir
e
m
en
ts
o
f
t
h
e
s
t
u
d
en
t.
I
t a
s
s
ess
e
s
t
h
e
p
er
f
o
r
m
an
ce
o
f
th
e
s
t
u
d
en
t a
n
d
tailo
r
s
th
e
co
n
t
en
t a
cc
o
r
d
in
g
l
y
.
2
.3
.
Cy
ber
Securit
y
T
h
e
r
ap
id
in
cr
ea
s
e
in
th
e
s
ize
a
n
d
co
m
p
lex
it
y
o
f
t
h
e
v
ir
tu
a
l
wo
r
ld
h
as
led
to
a
co
n
tin
u
i
n
g
w
a
r
b
et
w
ee
n
c
y
b
er
attac
k
er
s
a
n
d
s
ec
u
r
it
y
s
er
v
ice
p
r
o
v
id
er
s
.
E
ac
h
s
id
e
i
s
tr
y
in
g
to
d
ev
elo
p
m
o
r
e
s
o
p
h
i
s
ticated
tech
n
iq
u
es
an
d
to
o
ls
.
C
y
b
er
s
p
ac
e
is
a
d
y
n
a
m
ic
e
n
v
ir
o
n
m
e
n
t
w
h
er
e
s
i
tu
atio
n
k
ee
p
s
o
n
c
h
an
g
i
n
g
r
ap
id
ly
a
n
d
ca
n
’
t
b
e
p
r
ed
icate
d
w
i
th
ce
r
tai
n
t
y
.
A
s
A
I
s
y
s
te
m
s
h
av
e
th
e
f
le
x
ib
ilit
y
to
r
esp
o
n
d
to
th
e
ch
a
n
g
i
n
g
e
n
v
ir
o
n
m
en
t,
its
u
s
e
in
in
cr
ea
s
i
n
g
i
n
all
th
e
s
ta
g
es
in
th
e
c
y
b
er
d
ef
en
ce
ch
a
in
v
iz.
ea
r
l
y
w
ar
n
i
n
g
,
p
r
ev
en
ti
o
n
,
d
etec
tio
n
an
d
,
r
esp
o
n
s
e
[
1
5
]
.
A
I
r
ed
u
ce
s
t
h
e
h
u
m
a
n
i
n
ter
v
en
tio
n
b
y
t
h
e
a
u
to
m
atio
n
o
f
th
e
p
r
o
ce
s
s
es.
T
h
e
co
n
v
e
n
tio
n
al
c
y
b
er
s
ec
u
r
it
y
s
y
s
te
m
s
ar
e
s
lo
w
d
u
e
to
th
e
n
ee
d
o
f
h
u
m
a
n
i
n
ter
ac
tio
n
i
n
s
e
v
er
al
s
tep
s
.
As
a
n
y
d
ela
y
ca
n
ca
u
s
e
s
ig
n
i
f
ica
n
t
d
a
m
ag
e,
it
h
a
s
to
b
e
k
ep
t
at
th
e
m
i
n
i
m
u
m
.
T
h
e
lo
s
s
is
n
o
t
li
m
ited
to
f
in
a
n
cial
d
a
m
ag
e
o
n
l
y
.
I
n
ca
s
e
o
f
d
en
ial
o
f
s
er
v
ice
attac
k
o
n
a
h
o
s
p
ital,
th
e
ac
ce
s
s
to
th
e
h
ea
lth
r
ec
o
r
d
s
o
f
th
e
p
atien
ts
is
s
lo
w
ed
d
o
w
n
.
T
h
is
m
a
y
b
ec
o
m
e
f
atal
f
o
r
a
p
atien
t r
eq
u
ir
i
n
g
i
m
m
ed
iate
i
n
t
er
v
en
tio
n
.
W
ith
A
I
tec
h
n
o
lo
g
y
,
it h
as
b
ec
o
m
e
p
o
s
s
ib
le
to
cr
ea
te
ar
tific
ia
l
p
o
lice
ag
e
n
ts
f
o
r
m
o
n
i
to
r
in
g
th
e
e
n
tire
n
et
w
o
r
k
.
I
t
u
s
e
s
in
tel
lig
e
n
t
a
g
en
ts
to
d
o
th
is
w
o
r
k
.
An
i
n
tell
ig
en
t
ag
e
n
t
is
an
ap
p
licatio
n
w
h
ic
h
h
as
t
h
e
ab
ilit
y
to
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en
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e,
r
ea
s
o
n
an
d
ac
t
au
to
n
o
m
o
u
s
l
y
.
T
h
ese
ag
e
n
ts
ca
n
in
t
er
ac
t
w
ith
ea
ch
o
th
er
to
co
lla
b
o
r
ate
to
p
er
f
o
r
m
a
task
.
S
u
f
f
ic
ien
t
n
u
m
b
er
o
f
in
t
ellig
e
n
t
ag
e
n
ts
ca
n
b
e
d
ep
lo
y
ed
to
m
o
n
ito
r
th
e
n
e
t
w
o
r
k
to
d
etec
t
th
e
m
alicio
u
s
ac
tiv
itie
s
i
n
a
d
ec
en
tr
alize
d
w
a
y
.
Ho
w
e
v
er
,
d
esp
ite
all
th
ese
d
e
v
el
o
p
m
e
n
ts
,
it
i
s
n
o
t
y
e
t
p
o
s
s
i
b
le
to
r
ep
lace
h
u
m
a
n
b
y
m
ac
h
in
e
i
n
t
h
e
d
ef
en
ce
ag
ai
n
s
t c
y
b
er
attac
k
s
.
B
o
th
h
u
m
an
an
d
m
ac
h
i
n
e
h
a
v
e
th
eir
s
tr
en
g
t
h
s
an
d
w
ea
k
n
e
s
s
es.
I
f
b
o
th
co
m
b
in
e
th
eir
s
tr
e
n
g
t
h
s
,
t
h
e
s
u
cc
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s
r
ate
is
h
i
g
h
er
t
h
an
i
n
ca
s
e
o
f
in
d
i
v
id
u
al
ca
s
es.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
SS
N
:
2
2
5
2
-
8938
IJ
-
AI
Vo
l.
7
,
No
.
1
,
Ma
r
ch
20
1
8
:
19
–
32
22
2.
4
.
L
a
w
Sev
er
al
A
I
-
b
ased
ap
p
licatio
n
s
h
av
e
b
ee
n
d
ev
elo
p
ed
an
d
s
er
v
ices
ar
e
b
ein
g
o
f
f
er
ed
in
th
e
d
o
m
ai
n
o
f
la
w
.
A
I
-
b
ased
s
y
s
te
m
s
h
a
v
e
b
ee
n
d
ev
elo
p
ed
f
o
r
leg
al
r
esear
ch
w
h
ic
h
i
n
v
o
l
v
es
f
in
d
i
n
g
th
e
s
i
m
ilar
p
r
ec
ed
en
t
ca
s
es
f
o
r
d
ec
id
in
g
t
h
e
p
r
ese
n
t
ca
s
e
o
r
m
ak
in
g
ar
g
u
m
e
n
ts
i
n
th
e
p
r
esen
t
ca
s
e.
T
h
e
co
m
p
a
n
ies
l
ik
e
L
e
x
u
s
a
n
d
W
estl
a
w
h
av
e
b
ee
n
o
f
f
er
in
g
a
p
p
licatio
n
s
b
ased
o
n
k
e
y
w
o
r
d
b
ased
m
atch
in
g
f
o
r
q
u
ite
s
o
m
e
ti
m
e.
Ho
w
ev
er
,
it
w
a
s
r
ea
lis
ed
th
at
t
h
e
r
esu
lt
s
h
av
e
h
ig
h
n
u
m
b
er
o
f
p
o
s
iti
v
e
f
alse
as
w
ell
as
n
eg
a
tiv
e
tr
u
e.
T
h
is
h
ap
p
en
s
a
s
k
e
y
w
o
r
d
b
ased
s
ea
r
ch
i
n
g
i
s
b
ased
o
n
liter
al
m
ea
n
i
n
g
o
f
t
h
e
w
o
r
d
s
a
n
d
n
o
t
o
n
its
i
n
ter
p
r
etatio
n
.
A
I
b
ased
tech
n
iq
u
e
g
iv
e
s
b
etter
r
esu
lt a
s
it sear
ch
e
s
u
s
in
g
t
h
e
co
n
te
n
t
o
f
th
e
ca
s
e
[
1
6
-
2
0
]
.
C
o
n
v
er
s
atio
n
a
l
ap
p
licatio
n
s
h
av
e
b
ee
n
d
ev
elo
p
ed
to
ad
v
ice
in
leg
a
l
m
at
ter
s
in
a
n
i
n
ter
ac
tiv
e
w
a
y
.
Fo
r
in
s
tan
ce
,
a
ch
atb
o
t
n
a
m
el
y
,
Do
No
tP
ay
h
elp
s
p
eo
p
le
in
f
ili
n
g
ap
p
ea
ls
ag
ain
s
t
is
s
u
i
n
g
o
f
p
ar
k
in
g
tick
et
s
i
f
th
er
e
ar
e
v
alid
r
ea
s
o
n
s
.
I
t
h
as
b
ee
n
u
s
ed
in
L
o
n
d
o
n
an
d
Ne
w
Yo
r
k
i
n
3
7
5
,
0
0
0
ca
s
es
w
ith
in
a
s
h
o
r
t
p
e
r
io
d
f
o
r
f
ili
n
g
ap
p
ea
ls
in
v
o
lv
i
n
g
7
.
2
m
illi
o
n
p
o
u
n
d
s
in
f
in
e
s
.
I
t a
s
k
s
t
h
e
u
s
er
s
i
m
p
le
q
u
esti
o
n
s
an
d
ad
v
is
es o
n
th
e
is
s
u
e.
Af
ter
in
ter
ac
tio
n
,
it
also
g
en
e
r
ates
an
ap
p
ea
l
u
s
in
g
t
h
e
in
f
o
r
m
atio
n
g
i
v
e
n
b
y
th
e
u
s
er
in
r
esp
o
n
s
e
to
v
ar
io
u
s
q
u
esti
o
n
s
.
T
h
e
s
er
v
ice
i
s
b
ein
g
p
r
o
v
id
ed
f
r
ee
o
f
co
s
t.
S
i
m
i
la
r
l
y
,
an
ap
p
licatio
n
w
as d
ev
e
lo
p
ed
to
p
r
o
v
id
e
leg
al
ad
v
ice
to
th
e
p
eo
p
le
s
ee
k
i
n
g
as
y
l
u
m
i
n
t
h
e
US,
C
a
n
ad
a
an
d
th
e
UK.
Af
ter
s
u
cc
es
s
o
f
th
ese
ap
p
licatio
n
s
,
1
0
0
0
+
b
o
ts
h
av
e
b
ee
n
d
ev
elo
p
ed
f
o
r
a
r
an
g
e
o
f
to
p
ics f
o
r
th
e
p
eo
p
le
in
5
0
States
in
th
e
US
an
d
th
e
UK
[
2
1
]
.
A
I
s
y
s
te
m
s
h
a
v
e
b
ee
n
d
ev
e
lo
p
ed
f
o
r
co
n
tr
ac
t
an
al
y
s
is
,
e
s
p
ec
iall
y
i
n
co
r
p
o
r
ate
s
ec
to
r
.
C
o
n
tr
a
ct
an
al
y
s
i
s
in
v
o
l
v
es
g
o
in
g
t
h
r
o
u
g
h
a
lar
g
e
n
u
m
b
er
o
f
co
n
tr
ac
t
an
d
r
elate
d
d
o
cu
m
e
n
t
s
u
s
ed
o
v
er
a
p
er
io
d
o
f
ti
m
e
to
f
i
n
d
t
h
e
s
ig
n
i
f
ica
n
t
clau
s
es.
Of
te
n
th
e
ti
m
e
r
eq
u
ir
ed
f
o
r
th
is
is
to
o
lo
n
g
an
d
it
m
a
y
n
o
t
b
e
p
r
ac
tically
p
o
s
s
ib
le
to
co
m
p
lete
th
e
tas
k
in
m
an
y
s
it
u
atio
n
s
.
I
n
s
u
c
h
a
s
it
u
atio
n
,
it
is
p
o
s
s
i
b
le
to
u
s
e
A
I
-
b
ased
s
y
s
te
m
s
to
g
o
th
r
o
u
g
h
th
e
d
o
cu
m
en
ts
a
n
d
h
i
g
h
li
g
h
t
t
h
e
m
o
s
t
r
ele
v
an
t
c
lau
s
es.
L
a
wy
e
r
s
ca
n
f
o
cu
s
o
n
th
e
s
e
cla
u
s
e
s
r
ath
er
th
a
n
g
o
i
n
g
th
r
o
u
g
h
all
t
h
e
d
o
cu
m
en
ts
w
h
i
ch
m
a
y
n
o
t b
e
p
o
s
s
ib
le
w
it
h
i
n
th
e
li
m
ited
ti
m
e
an
d
r
eso
u
r
ce
s
[
2
2
,
2
3
]
.
2.
5
.
F
ina
nce
C
h
atb
o
t is b
ein
g
u
s
ed
b
y
b
an
k
s
f
o
r
p
er
f
o
r
m
i
n
g
s
i
m
p
le
tas
k
s
s
u
c
h
as
ac
tiv
a
tio
n
o
f
ac
co
u
n
ts
o
r
b
alan
ce
ch
ec
k
i
n
g
,
etc.
I
t
h
elp
s
t
h
e
c
u
s
t
o
m
er
s
w
h
o
ar
e
n
o
t
f
u
ll
y
f
a
m
il
iar
w
i
th
I
T
s
y
s
te
m
s
a
n
d
w
o
u
l
d
lik
e
to
i
n
ter
ac
t
i
n
n
atu
r
al
la
n
g
u
a
g
e.
C
h
atb
o
t
ask
s
th
e
c
u
s
to
m
er
s
q
u
es
tio
n
s
i
n
n
atu
r
al
la
n
g
u
a
g
e
an
d
p
er
f
o
r
m
s
th
e
n
ee
d
ed
task
s
.
So
m
e
in
v
es
t
m
e
n
t
co
n
s
u
l
tin
g
f
ir
m
s
ar
e
also
u
s
i
n
g
ch
atb
o
t
to
in
ter
ac
t
w
it
h
th
e
cu
s
to
m
er
s
.
T
h
e
ch
atb
o
t
ask
s
th
e
cu
s
to
m
er
s
o
m
e
q
u
esti
o
n
s
,
w
h
i
ch
v
ar
y
f
r
o
m
cu
s
to
m
er
to
c
u
s
t
o
m
er
,
to
g
et
t
h
e
b
asic i
n
f
o
r
m
a
tio
n
o
n
t
h
e
n
ee
d
s
o
f
th
e
in
v
esto
r
an
d
th
e
n
g
en
er
ate
s
p
lan
s
b
ased
o
n
th
e
m
ar
k
et
tr
en
d
s
,
etc.
T
h
e
p
lan
s
ca
n
b
e
r
e
v
ie
w
ed
f
r
o
m
ti
m
e
to
ti
m
e
as
a
n
d
w
h
e
n
f
u
r
th
er
i
n
f
o
r
m
at
io
n
is
a
v
ailab
le.
T
h
o
u
g
h
th
i
s
ca
n
b
e
d
o
n
e
b
y
a
h
u
m
an
ad
v
is
er
,
ch
atb
o
t
p
er
f
o
r
m
s
it q
u
ic
k
l
y
an
d
ac
cu
r
a
tel
y
[
2
4
]
.
As
v
a
s
t
a
m
o
u
n
t
o
f
d
ata
o
n
s
to
ck
tr
ad
in
g
is
av
a
ilab
le
p
u
b
lica
ll
y
,
it
is
a
n
ex
ce
l
len
t
ar
ea
f
o
r
th
e
u
s
e
o
f
A
I
.
Sen
t
in
e
n
t
T
ec
h
n
o
lo
g
ie
s
I
n
c.
is
d
ev
elo
p
in
g
an
A
I
s
y
s
te
m
f
o
r
tak
in
g
d
ec
is
io
n
s
in
s
to
ck
tr
ad
in
g
[
2
5
]
.
I
t
h
as
a
tea
m
o
f
e
n
g
i
n
ee
r
s
w
h
o
h
a
v
e
w
o
r
k
ed
f
o
r
Am
az
o
n
,
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p
p
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Mic
r
o
s
o
f
t,
etc.
T
h
e
o
th
er
f
ir
m
s
w
h
ic
h
ar
e
ex
p
lo
r
in
g
t
h
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id
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u
s
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n
g
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I
in
h
ed
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e
f
u
n
d
in
cl
u
d
e
W
ea
lth
f
r
o
n
t a
n
d
R
B
S,
etc
[
2
6
]
.
So
m
e
ap
p
licatio
n
s
h
a
v
e
b
ee
n
b
u
ilt
to
h
elp
in
th
e
p
r
ep
ar
atio
n
o
f
tax
r
etu
r
n
s
.
An
ex
a
m
p
le
ch
atb
o
t
is
Ask
M
y
U
n
cleSa
m
.
As
t
h
e
US
t
ax
co
d
e
is
co
m
p
le
x
w
i
th
a
s
er
i
es
o
f
d
ed
u
ctio
n
s
,
etc,
a
ta
x
p
a
y
er
o
f
ten
g
o
es
to
ta
x
r
etu
r
n
p
r
ep
ar
er
.
T
h
e
ch
atb
o
t
g
u
id
es
th
e
ta
x
p
a
y
er
in
t
h
is
p
r
o
ce
s
s
.
I
t
g
o
es
th
r
o
u
g
h
th
e
d
ata
o
n
p
ay
m
en
ts
r
ec
eiv
ed
,
in
v
e
s
t
m
e
n
t
lo
s
s
&
g
ain
s
f
r
o
m
b
r
o
k
er
ag
e
ac
co
u
n
t
s
,
etc
an
d
f
i
n
d
s
all
t
h
e
p
o
s
s
i
b
le
d
ed
u
cti
o
n
s
an
d
liab
ilit
ies.
I
t a
n
s
w
er
s
t
h
e
q
u
er
ies o
f
th
e
u
s
er
u
s
i
n
g
its
k
n
o
w
led
g
e
b
ase
o
f
tax
co
d
e,
liti
g
atio
n
ca
s
e
s
,
etc
[
2
7
]
.
2
.6
.
I
nfo
rm
a
t
io
n B
ro
w
s
ing
Of
te
n
,
A
I
is
e
m
b
ed
d
ed
in
th
e
n
o
r
m
al
s
y
s
te
m
s
o
f
d
ail
y
u
s
e
a
n
d
is
in
v
i
s
ib
le
to
th
e
u
s
er
s
.
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r
ex
a
m
p
le
,
Go
o
g
le
s
ea
r
ch
e
n
g
i
n
e
u
s
e
s
s
o
p
h
is
ticated
A
I
al
g
o
r
ith
m
s
to
p
r
ed
ict
th
e
co
n
te
n
t
th
a
t
th
e
u
s
er
m
a
y
b
e
i
n
ter
ested
.
I
t
b
r
in
g
s
th
e
m
o
s
t
r
elev
a
n
t
d
o
cu
m
e
n
t
s
at
th
e
to
p
w
h
ic
h
m
a
k
e
s
it
th
e
b
est
s
ea
r
ch
e
n
g
i
n
e
[
2
8
]
.
A
s
t
h
e
v
o
lu
m
e
o
f
th
e
co
n
te
n
t is i
n
cr
ea
s
i
n
g
o
n
I
n
ter
n
et,
s
u
c
h
s
ea
r
c
h
en
g
i
n
es a
r
e
o
f
g
r
ea
t h
elp
to
th
e
u
s
er
s
.
A
p
ar
t
f
r
o
m
in
f
o
r
m
at
io
n
r
etr
iev
al,
s
ea
r
ch
en
g
i
n
e
co
m
p
a
n
ies
u
s
e
th
e
in
f
o
r
m
at
io
n
o
n
th
e
u
s
er
p
r
ef
er
en
ce
s
to
d
ec
id
e
th
e
ad
v
er
ti
s
e
m
en
t
s
t
o
d
is
p
la
y
.
Go
o
g
le
m
o
n
ito
r
s
t
h
e
n
e
w
s
ite
m
s
b
ein
g
r
ea
d
b
y
th
e
u
s
er
a
n
d
u
s
e
s
t
h
i
s
in
f
o
r
m
atio
n
to
d
ec
id
e
th
e
n
e
ws o
f
in
ter
est to
th
e
u
s
er
to
d
is
p
la
y
.
Go
o
g
le
also
an
al
y
ze
s
th
e
d
a
ta
co
llected
f
r
o
m
th
e
b
r
o
w
s
i
n
g
h
is
to
r
y
o
f
a
p
er
s
o
n
to
d
ec
id
e
th
e
ad
v
er
tis
e
m
en
t
s
o
f
in
ter
es
t
an
d
th
e
s
a
m
e
is
d
is
p
la
y
ed
w
h
il
e
th
e
u
s
er
is
b
r
o
w
s
i
n
g
.
I
t
h
a
s
b
ee
n
f
o
u
n
d
q
u
ite
ef
f
ec
tiv
e.
Go
o
g
le
g
e
n
er
ates r
e
v
en
u
e
f
r
o
m
th
e
n
u
m
b
er
o
f
h
its
m
ad
e
b
y
t
h
e
u
s
er
s
[
2
9
]
.
2
.
7
.
T
ra
ns
po
rt
Self
-
d
r
iv
i
n
g
ca
r
is
a
h
ig
h
-
p
o
ten
tial
ap
p
licatio
n
o
f
A
I
.
Sev
e
r
al
co
m
p
an
ies
in
c
lu
d
i
n
g
Go
o
g
le,
Ub
er
,
an
d
T
esla
ar
e
test
in
g
t
h
eir
m
o
d
el
s
o
n
t
h
e
r
o
ad
s
.
I
n
Sin
g
ap
o
r
e,
d
r
iv
er
-
les
s
b
u
s
is
b
e
in
g
r
u
n
u
n
d
er
tr
ial.
So
f
ar
v
er
y
f
e
w
ac
c
id
en
ts
h
av
e
b
ee
n
r
ep
o
r
ted
an
d
th
e
an
al
y
s
is
s
h
o
w
s
th
at
p
r
o
b
ab
ilit
y
o
f
ac
cid
en
t
w
it
h
d
r
iv
er
les
s
Evaluation Warning : The document was created with Spire.PDF for Python.
IJ
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AI
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8938
A
r
tifi
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tellig
en
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:
W
a
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w
a
r
d
fo
r
I
n
d
ia
(
S
u
n
il K
u
ma
r
S
r
iva
s
ta
va
)
23
ca
r
s
is
le
s
s
th
a
n
h
u
m
an
d
r
iv
en
ca
r
s
.
I
t
is
e
x
p
ec
ted
t
h
at
t
h
e
n
u
m
b
er
o
f
ac
cid
e
n
ts
b
y
s
el
f
-
d
r
i
v
i
n
g
ca
r
s
w
i
ll
b
e
m
u
c
h
s
m
al
ler
th
a
n
th
e
h
u
m
a
n
-
d
r
iv
e
n
ca
r
s
[
3
0
]
.
Self
-
d
r
iv
i
n
g
ca
r
s
u
s
e
li
g
h
t
d
etec
tio
n
an
d
r
an
g
i
n
g
(
L
iDar
)
tec
h
n
iq
u
e
w
h
ich
u
s
e
s
laser
b
ea
m
s
to
cr
ea
te
3
D
i
m
ag
e
o
f
t
h
e
p
h
y
s
ical
w
o
r
l
d
ar
o
u
n
d
th
e
ca
r
.
I
t
u
s
e
s
laser
b
ea
m
s
to
ca
lcu
late
t
h
e
d
is
ta
n
c
e,
s
p
ee
d
an
d
s
h
ap
e
o
f
th
e
m
o
v
i
n
g
o
b
j
ec
ts
lik
e
an
o
th
er
ca
r
,
p
ed
estrian
s
,
etc.
A
p
ar
t
f
r
o
m
r
o
ad
s
,
th
e
tec
h
n
o
lo
g
y
c
an
b
e
u
s
ed
b
y
t
h
o
s
e
w
h
o
ca
n
’
t
w
al
k
d
u
e
to
p
h
y
s
ic
al
li
m
i
tatio
n
s
.
Sev
er
al
co
m
p
a
n
ies
ar
e
co
m
p
eti
n
g
w
it
h
ea
ch
o
th
er
in
t
h
is
ar
ea
o
f
tech
n
o
lo
g
y
.
T
h
er
e
h
as
b
ee
n
a
d
eb
ate
o
n
w
h
eth
er
th
e
s
e
ca
r
s
s
h
o
u
ld
b
e
allo
w
ed
o
n
t
h
e
r
o
ad
in
v
ie
w
o
f
t
h
e
d
an
g
er
to
th
e
s
a
f
et
y
o
f
t
h
e
p
eo
p
le.
R
eg
u
l
atio
n
s
h
av
e
to
ad
d
r
ess
s
e
v
er
al
is
s
u
es.
Fo
r
ex
a
m
p
le,
w
h
o
w
i
ll
b
e
r
esp
o
n
s
ib
le
if
a
n
ac
cid
en
t
h
ap
p
en
s
–
th
e
o
w
n
e
r
o
f
th
e
ca
r
o
r
th
e
co
m
p
an
y
w
h
ic
h
h
as
m
ad
e
it?
So
m
e
St
ates
in
th
e
US
ar
e
f
o
r
m
u
lati
n
g
r
e
g
u
lat
io
n
s
to
d
ea
l
w
it
h
th
e
s
e
is
s
u
e
s
.
T
h
e
co
m
p
an
ies
ar
e
g
o
in
g
ah
ea
d
an
d
h
a
v
e
d
ef
i
n
ite
p
lan
s
t
o
m
ak
e
i
t a
v
ailab
le
to
t
h
e
p
eo
p
le
in
n
ea
r
f
u
t
u
r
e.
2
.
8
.
Virt
ua
l A
s
s
is
t
a
nts
A
v
ir
t
u
al
a
s
s
i
s
tan
t
h
e
lp
s
u
s
er
i
n
p
er
f
o
r
m
i
n
g
ta
s
k
s
o
r
p
er
f
o
r
m
th
e
ta
s
k
s
o
n
th
eir
o
w
n
i
n
a
n
a
u
to
n
o
m
o
u
s
w
a
y
.
Sev
er
al
v
ir
t
u
al
ass
is
ta
n
t
s
h
a
v
e
b
ee
n
d
ev
elo
p
ed
.
T
h
e
ex
a
m
p
le
s
ar
e
Go
o
g
le’
s
A
s
s
is
t
an
t
[
3
1
]
,
Siri
[
3
2
]
,
C
o
r
tan
a
[
3
3
]
,
an
d
A
le
x
a
[
3
4
]
f
r
o
m
Go
o
g
le,
A
p
p
le,
Mic
r
o
s
o
f
t
,
an
d
Am
az
o
n
,
r
esp
ec
tiv
el
y
.
U
s
er
ca
n
u
s
e
n
at
u
r
al
lan
g
u
a
g
e
to
in
ter
ac
t
w
it
h
a
v
ir
tu
al
ass
i
s
ta
n
t.
As
o
n
e
ca
n
also
in
ter
ac
t
w
it
h
s
p
o
k
en
w
o
r
d
s
,
an
illi
ter
ate
o
r
b
lin
d
p
er
s
o
n
ca
n
also
u
s
e
it.
Vir
tu
al
as
s
is
ta
n
t
s
p
er
f
o
r
m
a
v
ar
iet
y
o
f
ta
s
k
s
in
c
lu
d
i
n
g
s
tr
ea
m
i
n
g
m
u
s
ic,
p
la
y
in
g
a
u
d
io
clip
s
,
co
n
tr
o
llin
g
h
o
m
e
d
e
v
ices,
m
an
ag
i
n
g
s
ch
ed
u
les,
p
u
r
ch
as
in
g
u
s
i
n
g
e
-
co
m
m
er
ce
,
etc.
T
h
ese
a
s
s
i
s
ta
n
ts
ar
e
b
ec
o
m
i
n
g
m
o
r
e
an
d
m
o
r
e
u
s
e
f
u
l
d
u
e
to
th
e
ad
v
a
n
ce
s
in
n
at
u
r
al
lan
g
u
ag
e
p
r
o
ce
s
s
i
n
g
an
d
s
p
ee
ch
r
ec
o
g
n
itio
n
.
T
h
is
m
ak
e
s
i
t
u
s
e
f
u
l to
a
co
m
m
o
n
p
er
s
o
n
w
i
th
o
u
t a
n
y
s
p
ec
i
f
ic
tr
ain
in
g
.
Sp
ee
ch
r
ec
o
g
n
i
tio
n
m
ak
e
s
it
p
o
s
s
ib
le
to
u
s
e
ev
e
n
w
h
ile
d
r
iv
in
g
,
etc.
T
h
e
v
en
d
o
r
s
ar
e
tr
y
in
g
to
p
u
t
th
ese
as
s
is
ta
n
t
s
in
v
e
h
icle
s
.
Si
r
i
h
as
alr
ea
d
y
b
ee
n
i
n
teg
r
ated
w
it
h
s
o
m
e
ca
r
s
.
Nis
s
a
n
is
in
te
g
r
ati
n
g
Mic
r
o
s
o
f
t
’
s
p
latf
o
r
m
i
n
to
its
ca
r
s
.
Si
m
ilar
l
y
,
H
y
u
n
d
ai
is
in
teg
r
ati
n
g
w
it
h
A
le
x
a
an
d
Go
o
g
le
Ass
i
s
ta
n
t.
2
.
9
.
E
-
Co
mm
er
ce
T
h
er
e
ar
e
a
n
u
m
b
er
o
f
p
r
o
d
u
ct
an
d
s
er
v
ice
r
ec
o
m
m
e
n
d
er
s
y
s
t
e
m
s
s
u
ch
a
s
t
h
e
o
n
e
u
s
ed
b
y
Am
az
o
n
o
n
its
s
h
o
p
p
in
g
p
o
r
tal.
I
t
k
ee
p
s
a
tr
a
ck
o
f
w
h
ic
h
ite
m
s
h
a
v
e
b
ee
n
p
u
r
ch
ased
b
y
th
e
p
eo
p
le
o
v
er
a
p
er
io
d
o
f
ti
m
e
an
d
id
en
ti
f
ie
s
ce
r
tai
n
p
atter
n
s
w
h
ich
ar
e
u
s
ed
to
d
ec
id
e
th
e
p
r
o
d
u
cts
a
n
d
s
e
r
v
ices
o
f
i
n
ter
est
to
th
e
u
s
er
.
T
h
ese
p
atter
n
s
ar
e
n
o
t
f
i
x
e
d
an
d
h
ar
d
co
d
ed
in
th
e
s
y
s
te
m
b
u
t
ar
e
cr
ea
ted
u
s
i
n
g
m
ac
h
in
e
lear
n
i
n
g
tech
n
iq
u
es [
3
5
]
.
C
h
atb
o
t
i
s
b
ein
g
u
s
ed
to
o
r
d
er
p
r
o
d
u
cts
an
d
s
er
v
ice
s
o
n
l
in
e
.
A
c
h
atb
o
t
h
a
s
b
ee
n
d
e
v
elo
p
ed
to
o
r
d
er
co
f
f
ee
f
r
o
m
S
tar
b
u
ck
s
.
T
h
e
c
u
s
to
m
er
ca
n
o
r
d
er
co
f
f
ee
u
s
i
n
g
s
p
o
k
en
n
a
tu
r
al
lan
g
u
ag
e
d
escr
ib
in
g
t
h
e
t
y
p
e
o
f
co
f
f
ee
,
etc
an
d
th
e
o
r
d
er
is
s
e
n
t
to
th
e
n
ea
r
est
Star
b
u
c
k
s
u
n
it.
T
h
e
p
ay
m
e
n
t
is
m
ad
e
au
to
m
atica
ll
y
u
s
i
n
g
t
h
e
p
r
e
-
r
eg
is
ter
ed
cr
ed
it/d
eb
it c
ar
d
[
3
6
]
.
2
.
1
0
.
Cus
t
o
m
er
Ca
re
A
I
s
y
s
te
m
s
h
a
v
e
b
ee
n
d
ev
el
o
p
ed
f
o
r
cu
s
to
m
er
ca
r
e
in
s
ev
er
al
s
ec
to
r
s
.
T
h
e
s
y
s
te
m
s
u
s
e
n
at
u
r
al
lan
g
u
a
g
e
to
in
ter
ac
t
w
i
th
t
h
e
cu
s
to
m
er
s
.
T
h
o
u
g
h
ch
atb
o
t
h
as
b
ee
n
u
s
ed
f
o
r
cu
s
to
m
er
ca
r
e
f
o
r
a
l
o
n
g
ti
m
e,
it
h
as
b
ec
o
m
e
m
o
r
e
u
s
ef
u
l
w
i
th
b
etter
n
at
u
r
al
lan
g
u
ag
e
p
r
o
ce
s
s
i
n
g
a
n
d
s
p
ee
ch
r
ec
o
g
n
itio
n
.
I
f
t
h
e
cu
s
to
m
e
r
r
e
m
ain
s
u
n
s
ati
s
f
ied
,
it
i
s
h
a
n
d
ed
o
v
er
to
a
h
u
m
a
n
e
x
ec
u
ti
v
e.
I
n
o
r
d
er
to
r
ed
u
ce
th
e
co
s
t,
c
o
m
p
a
n
ies
h
a
v
e
u
s
ed
I
VR
S
to
h
an
d
le
s
i
m
p
le
ca
s
es
b
u
t
th
e
cu
s
to
m
er
s
f
in
d
th
a
t
th
e
y
h
a
v
e
to
g
o
th
r
o
u
g
h
a
n
u
m
b
er
o
f
q
u
esti
o
n
s
to
g
et
th
e
i
n
f
o
r
m
atio
n
.
O
n
t
h
e
o
t
h
er
h
an
d
,
a
c
h
atb
o
t
ta
k
es
u
s
er
’
s
i
n
p
u
t
i
n
a
n
at
u
r
al
la
n
g
u
a
g
e
a
n
d
a
s
k
s
o
n
l
y
t
h
e
r
ele
v
a
n
t
q
u
esti
o
n
s
f
o
r
ad
d
r
ess
in
g
t
h
e
is
s
u
e.
Du
r
in
g
th
e
d
ialo
g
u
e,
ch
atb
o
t
tak
es
co
n
tex
t
in
to
ac
co
u
n
t.
I
f
th
e
d
is
cu
s
s
io
n
r
elate
s
to
a
p
ar
ticu
lar
p
r
o
d
u
ct
o
r
s
er
v
ice,
it u
s
e
s
an
d
r
ec
o
g
n
i
ze
s
th
e
p
r
o
n
o
u
n
s
u
s
ed
f
o
r
th
e
s
a
m
e.
C
h
atb
o
t
ta
k
es
i
n
to
ac
co
u
n
t
t
h
e
e
m
o
tio
n
o
f
th
e
u
s
er
as
w
ell.
Am
elia,
a
c
u
s
to
m
er
s
er
v
ice
a
g
en
t
f
r
o
m
I
P
So
f
t
u
s
e
s
s
en
t
i
m
e
n
t
a
n
al
y
s
i
s
to
u
n
d
er
s
ta
n
d
t
h
e
m
o
o
d
o
f
th
e
c
u
s
to
m
er
to
ad
ap
t
its
r
es
p
o
n
s
e
ac
co
r
d
in
g
l
y
,
f
o
r
in
s
ta
n
ce
,
w
h
e
n
it f
ac
es a
n
an
g
r
y
c
u
s
to
m
er
,
it u
s
es
w
o
r
d
s
/ p
h
r
ases
f
o
r
r
ea
s
s
u
r
an
ce
.
A
s
a
ll th
e
co
n
v
er
s
at
io
n
s
ar
e
s
to
r
ed
,
it
p
ick
s
u
p
th
e
r
elate
d
co
n
v
er
s
atio
n
to
b
eg
i
n
with
.
T
h
is
,
o
b
v
io
u
s
l
y
,
h
as
ad
v
an
tag
e
o
v
er
h
u
m
a
n
ex
ec
u
t
iv
e
s
w
h
o
ca
n
’
t
r
etr
iev
e
th
e
r
elate
d
co
n
v
er
s
atio
n
f
r
o
m
t
h
e
d
atab
ase
q
u
ick
l
y
.
I
f
th
e
is
s
u
e
r
e
m
ai
n
s
u
n
r
e
s
o
lv
ed
b
y
t
h
e
ch
atb
o
t,
th
e
ca
ll is
tr
an
s
f
er
r
ed
to
a
h
u
m
a
n
ex
ec
u
t
iv
e
[
3
7
]
.
Am
az
o
n
h
as
r
ec
e
n
tl
y
i
m
p
le
m
e
n
ted
an
a
u
to
m
ated
s
ale
s
s
y
s
te
m
i
n
its
s
to
r
e
in
Seattle.
I
t
m
o
n
ito
r
s
ea
c
h
cu
s
to
m
er
an
d
ca
p
t
u
r
es
th
e
in
f
o
r
m
at
io
n
o
n
t
h
e
ite
m
s
b
ein
g
p
ick
ed
u
p
b
y
h
i
m
f
o
r
p
u
r
ch
a
s
e.
On
ce
th
e
cu
s
to
m
er
h
as
co
llected
all
t
h
e
r
elev
a
n
t
it
e
m
s
,
h
e
o
r
s
h
e
ca
n
w
al
k
o
u
t
a
n
d
th
e
p
a
y
m
en
t
i
s
d
ed
u
cted
f
r
o
m
t
h
e
p
r
e
-
r
eg
i
s
ter
ed
cr
ed
it/d
eb
it c
ar
d
.
Su
ch
a
s
y
s
te
m
is
li
k
el
y
to
r
ed
u
ce
th
e
h
u
m
a
n
s
ale
s
f
o
r
ce
f
r
o
m
t
h
e
s
to
r
es [
3
8
]
.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
SS
N
:
2
2
5
2
-
8938
IJ
-
AI
Vo
l.
7
,
No
.
1
,
Ma
r
ch
20
1
8
:
19
–
32
24
3.
I
M
P
ACT O
N
J
O
B
O
P
P
O
R
T
UNI
T
Y
T
h
e
b
en
ef
it
s
o
f
A
I
co
m
e
w
it
h
a
p
r
ice.
A
cc
o
r
d
in
g
to
th
e
s
t
u
d
ies
o
n
t
h
e
i
m
p
ac
t
o
f
A
I
,
t
h
e
j
o
b
lo
s
s
d
u
r
i
n
g
th
e
n
e
x
t
1
0
-
2
0
y
ea
r
s
i
s
esti
m
ated
to
b
e
4
7
%
in
th
e
U
S,
3
5
%
in
t
h
e
UK,
4
9
%
in
J
ap
an
,
4
0
%
in
Au
s
tr
alia,
an
d
5
4
%
i
n
t
h
e
E
U
[
3
9
]
.
T
h
o
u
g
h
th
e
s
o
u
r
ce
s
m
a
y
d
if
f
er
i
n
th
e
f
i
g
u
r
es f
o
r
th
e
j
o
b
s
at
r
is
k
,
e
v
er
y
o
n
e
ag
r
ee
s
t
h
at
a
n
u
m
b
er
o
f
j
o
b
s
ar
e
at
r
is
k
o
f
b
ein
g
lo
s
t
ac
r
o
s
s
th
e
w
o
r
ld
i
n
t
h
e
n
ex
t
f
e
w
d
ec
ad
es.
I
n
t
h
i
s
s
e
n
s
e,
it
is
a
d
is
r
u
p
ti
v
e
tech
n
o
lo
g
y
[
4
0
]
.
A
t
t
h
e
s
a
m
e
ti
m
e,
e
x
p
er
ts
ar
e
o
f
th
e
v
ie
w
t
h
at
a
n
e
w
r
a
n
g
e
o
f
j
o
b
s
w
o
u
ld
e
m
er
g
e
d
u
r
i
n
g
th
e
p
r
o
ce
s
s
.
T
h
o
u
g
h
w
id
e
-
s
p
r
ea
d
u
s
e
o
f
A
I
m
a
y
lead
to
t
h
e
lo
s
s
o
f
a
lar
g
e
n
u
m
b
er
o
f
e
x
is
ti
n
g
t
y
p
es
o
f
j
o
b
s
,
in
d
u
s
tr
y
lead
er
s
f
ee
l
t
h
at
u
lti
m
ate
l
y
it
w
o
u
ld
lead
to
n
et
in
cr
ea
s
e
in
th
e
n
u
m
b
er
o
f
j
o
b
s
av
ailab
le.
T
h
e
e
m
er
g
i
n
g
j
o
b
s
w
il
l
b
e
o
f
d
if
f
er
en
t
t
y
p
es
j
u
s
t
lik
e
d
if
f
er
en
t
t
y
p
e
s
o
f
j
o
b
s
em
er
g
ed
d
u
r
in
g
th
e
f
ir
s
t
i
n
d
u
s
tr
ial
r
ev
o
l
u
tio
n
.
A
t
t
h
at
p
o
in
t
o
f
ti
m
e,
a
lar
g
e
n
u
m
b
er
o
f
m
an
u
al
j
o
b
s
w
er
e
lo
s
t
d
u
e
to
th
e
u
s
e
o
f
m
ac
h
i
n
es
b
u
t
a
w
h
o
le
n
e
w
r
an
g
e
o
f
j
o
b
s
w
as
cr
ea
ted
an
d
m
illi
o
n
s
o
f
p
eo
p
le
w
er
e
e
m
p
l
o
y
ed
to
w
o
r
k
w
it
h
m
ac
h
i
n
es.
T
h
e
lo
s
s
o
f
j
o
b
s
le
d
to
r
io
ts
in
th
e
co
u
n
tr
ies
b
u
t
u
lti
m
atel
y
,
it
w
as
r
ea
lized
th
at
th
e
u
s
e
o
f
m
ac
h
in
e
s
w
a
s
b
en
ef
icial
f
o
r
th
e
s
o
ciet
y
[
4
2
]
.
T
h
e
n
e
w
l
y
cr
ea
ted
j
o
b
s
m
a
y
r
eq
u
ir
e
d
if
f
er
en
t
s
et
s
o
f
s
k
il
ls
.
So
m
eti
m
es,
th
e
n
ee
d
ed
s
k
i
lls
m
a
y
n
o
t
b
e
av
ailab
le
an
d
th
er
ef
o
r
e,
th
e
wo
r
k
er
s
w
o
u
ld
h
a
v
e
to
b
e
r
e
-
tr
a
in
ed
.
T
h
e
ex
is
tin
g
j
o
b
s
m
a
y
al
s
o
ch
an
g
e
in
ter
m
s
o
f
th
e
r
eq
u
ir
e
m
e
n
t
s
o
f
s
k
ills
[
4
3
]
.
T
h
is
m
ea
n
s
m
a
n
y
w
o
r
k
er
s
w
o
u
ld
g
o
th
r
o
u
g
h
a
tr
a
n
s
i
tio
n
p
h
a
s
e.
T
h
e
y
n
ee
d
to
b
e
s
u
p
p
o
r
ted
d
u
r
in
g
t
h
is
p
h
a
s
e.
A
l
s
o
,
a
g
o
o
d
n
u
m
b
er
o
f
p
r
o
f
es
s
io
n
al
s
w
o
u
ld
b
e
n
ee
d
ed
t
o
d
ev
elo
p
an
d
d
e
p
lo
y
A
I
ap
p
licatio
n
s
.
Ho
w
e
v
er
,
s
e
v
er
al
ex
p
er
ts
ar
e
o
f
t
h
e
v
ie
w
t
h
at
t
h
e
j
o
b
o
p
p
o
r
tu
n
it
y
i
n
I
n
d
ia
m
a
y
n
o
t
b
e
af
f
ec
t
ed
s
o
m
u
c
h
d
u
e
to
A
I
.
I
n
d
ia
is
a
g
r
o
w
in
g
f
ast
ec
o
n
o
m
icall
y
in
co
m
p
ar
i
s
o
n
to
o
th
er
co
u
n
tr
ies.
T
h
e
g
r
o
w
th
w
ill
p
r
o
v
id
e
n
e
w
av
en
u
es
o
f
e
m
p
lo
y
m
en
ts
.
F
u
r
th
er
,
w
ith
its
talen
ted
e
n
g
in
ee
r
s
,
I
n
d
ia
ca
n
g
et
a
m
aj
o
r
s
h
ar
e
o
f
A
I
-
b
ased
ap
p
licatio
n
s
d
ev
elo
p
m
e
n
t
m
ar
k
et.
I
n
th
is
s
ce
n
ar
io
,
it
is
i
m
p
o
r
tan
t
to
id
en
tify
th
e
n
e
w
o
p
p
o
r
tu
n
it
ies
w
h
er
e
A
I
ca
n
b
e
u
s
ed
an
d
p
r
ep
ar
e
th
e
w
o
r
k
f
o
r
ce
to
m
ee
t
th
e
ch
alle
n
g
es
d
u
e
to
th
e
ch
an
g
e
i
n
th
e
n
a
tu
r
e
o
f
jo
b
s
.
On
o
n
e
s
id
e,
w
e
n
ee
d
to
d
ev
elo
p
g
o
o
d
q
u
alit
y
A
I
-
p
o
w
er
ed
ap
p
licati
o
n
s
q
u
ick
l
y
e
n
o
u
g
h
s
o
th
at
w
e
d
o
n
’
t
lo
s
e
t
h
e
m
ar
k
et
w
it
h
in
an
d
o
u
ts
id
e
th
e
co
u
n
tr
y
.
I
f
th
e
ap
p
licatio
n
s
a
r
e
d
elay
ed
o
r
lac
k
i
n
t
h
e
q
u
a
lit
y
,
t
h
er
e
m
a
y
n
o
t
b
e
ta
k
er
s
.
On
t
h
e
o
t
h
er
s
i
d
e,
w
e
n
ee
d
to
r
e
-
tr
ain
t
h
e
w
o
r
k
er
s
to
tak
e
u
p
th
e
n
e
w
j
o
b
s
.
A
ls
o
,
w
e
n
ee
d
to
d
ea
l
w
it
h
o
th
er
i
s
s
u
es
s
u
c
h
as
leg
a
l,
eth
ical,
etc.
w
h
ich
ar
e
p
o
s
ed
b
y
th
e
d
ev
e
lo
p
m
en
t
o
f
n
e
w
p
r
o
d
u
cts
an
d
s
er
v
ices.
T
h
at
is
h
o
w
E
u
r
o
p
ea
n
s
cr
ea
ted
w
ea
lt
h
d
u
r
in
g
t
h
e
f
ir
s
t
t
w
o
i
n
d
u
s
tr
ial
r
ev
o
lu
tio
n
s
an
d
b
ec
a
m
e
m
o
r
e
p
r
o
s
p
er
o
u
s
i
n
co
m
p
ar
i
s
o
n
to
t
h
e
co
u
n
tr
ie
s
w
h
ic
h
co
u
ld
n
o
t
m
ak
e
u
s
e
o
f
t
h
e
o
p
p
o
r
tu
n
ities
a
s
in
t
h
e
ca
s
e
o
f
I
n
d
ia.
4.
G
O
VE
RNM
E
NT
I
N
I
T
I
AT
I
VE
S
Sev
er
al
co
u
n
tr
ies
h
a
v
e
f
o
r
m
u
l
ated
th
eir
s
tr
ateg
y
to
g
a
in
f
r
o
m
th
e
p
o
ten
tial
o
f
th
e
ar
ti
f
icial
i
n
telli
g
e
n
ce
tech
n
o
lo
g
y
w
h
i
le
ad
d
r
ess
i
n
g
t
h
e
ch
a
llen
g
e
s
,
esp
ec
iall
y
t
h
e
l
o
s
s
o
f
j
o
b
s
.
T
h
e
Go
v
er
n
m
en
t
in
t
h
ese
co
u
n
tr
ies
h
av
e
f
o
r
m
ed
C
o
m
m
ittee
o
f
E
x
p
er
ts
to
ass
ess
t
h
e
p
o
ten
tial a
n
d
ch
allen
g
es o
f
th
e
tec
h
n
o
lo
g
y
an
d
m
a
k
e
s
u
itab
le
r
ec
o
m
m
e
n
d
atio
n
s
.
T
h
e
co
u
n
tr
ies
v
ie
w
A
I
te
c
h
n
o
lo
g
y
a
s
a
m
aj
o
r
o
p
p
o
r
tu
n
it
y
f
o
r
ec
o
n
o
m
ic
g
r
o
w
th
.
T
h
ey
ar
e
i
n
v
esti
n
g
s
u
b
s
ta
n
tial
l
y
i
n
r
esear
ch
&
d
ev
elo
p
m
e
n
t
in
t
h
i
s
ar
ea
.
Sev
er
al
co
u
n
tr
ies
h
a
v
e
e
n
ter
ed
in
t
o
co
llab
o
r
atio
n
w
it
h
o
t
h
er
co
u
n
tr
ies
f
o
r
R
&
D
in
th
e
ar
ea
.
I
n
th
e
f
o
llo
w
in
g
p
ar
ag
r
ap
h
s
,
th
e
s
tep
s
ta
k
en
b
y
t
h
e
g
o
v
er
n
m
e
n
t i
n
s
o
m
e
o
f
th
e
co
u
n
tr
ie
s
ar
e
d
is
cu
s
s
ed
.
4
.
1
.
Unite
d St
a
t
es
Un
ited
State
s
h
as
b
ee
n
at
t
h
e
f
o
r
ef
r
o
n
t
in
A
I
r
esear
ch
as
w
ell
a
s
in
d
u
s
tr
y
.
Go
v
er
n
m
en
t
h
as
b
ee
n
f
u
n
d
i
n
g
R
&
D
i
n
t
h
i
s
ar
ea
s
i
n
c
e
th
e
v
er
y
b
e
g
i
n
n
i
n
g
.
T
h
e
b
u
d
g
et
o
f
th
e
US G
o
v
er
n
m
e
n
t f
o
r
R
&
D
i
n
A
I
i
s
at
t
h
e
lev
el
o
f
o
n
e
b
illi
o
n
d
o
llar
s
.
A
ll
th
e
f
u
n
d
in
g
ag
e
n
cies
s
u
ch
as
DARP
A
an
d
NSF,
etc
h
av
e
A
I
-
s
p
ec
i
f
ic
R
&
D
p
r
o
g
r
am
m
e
s
.
Mo
s
t
o
f
th
e
lead
in
g
u
n
i
v
er
s
itie
s
s
u
c
h
as
S
ta
n
f
o
r
d
,
MI
T
,
C
MU
,
etc
h
a
v
e
a
g
o
o
d
n
u
m
b
er
o
f
f
ac
u
l
t
y
an
d
r
esear
ch
s
tu
d
e
n
ts
w
o
r
k
i
n
g
in
th
is
ar
ea
.
Mo
s
t
o
f
th
e
US
-
b
ased
I
T
c
o
m
p
a
n
ies
h
a
v
e
r
ea
liz
ed
th
e
p
o
ten
tial
o
f
th
e
tech
n
o
lo
g
y
an
d
h
av
e
d
ev
e
l
o
p
ed
s
ev
er
al
A
I
-
b
ased
p
r
o
d
u
ct
s
an
d
s
er
v
ice
s
.
Un
ited
States
Go
v
er
n
m
e
n
t h
a
s
r
elea
s
ed
th
r
ee
p
o
licy
d
o
cu
m
e
n
ts
p
r
ep
ar
ed
b
y
th
e
tech
n
ical
e
x
p
er
ts
an
d
o
th
er
s
tak
e
h
o
ld
er
s
.
T
h
e
r
ep
o
r
t
t
itled
‘
P
r
ep
a
r
in
g
fo
r
t
h
e
F
u
t
u
r
e
o
f
A
r
tifi
cia
l
I
n
tellig
en
ce
’
w
as
r
elea
s
ed
in
Octo
b
er
2
0
1
6
[
2
]
.
T
h
e
r
ep
o
r
t
h
as
m
a
d
e
s
ev
er
al
r
ec
o
m
m
en
d
atio
n
s
f
o
r
f
u
r
th
er
i
n
g
A
I
ap
p
licatio
n
s
.
I
t
h
as
also
m
ad
e
r
ec
o
m
m
e
n
d
atio
n
s
o
n
r
eg
u
la
tio
n
s
,
w
h
ich
n
ee
d
to
b
e
en
ac
ted
i
n
v
ie
w
o
f
th
e
A
I
p
o
w
er
ed
p
r
o
d
u
cts
li
k
e
d
r
iv
er
-
les
s
ca
r
s
,
etc.
T
h
e
r
ep
o
r
t
w
a
s
p
r
ep
ar
ed
af
ter
an
ex
te
n
s
iv
e
co
n
s
u
lt
atio
n
w
it
h
all
t
h
e
s
ta
k
eh
o
ld
er
s
th
r
o
u
g
h
t
h
e
p
u
b
lic
w
o
r
k
s
h
o
p
s
co
-
h
o
s
ted
b
y
O
f
f
ic
e
f
o
r
Scien
ce
an
d
T
ec
h
n
o
lo
g
y
P
o
licy
(
OST
P
)
,
in
d
u
s
tr
y
an
d
a
ca
d
em
ic
in
s
tit
u
tes.
T
h
e
r
e
p
o
r
t
titl
ed
‘
Th
e
N
a
tio
n
a
l
A
r
tifi
cia
l
I
n
tellig
en
ce
R
esea
r
ch
a
n
d
Dev
elo
p
men
t
S
tr
a
teg
ic
P
la
n
’
r
elea
s
ed
o
n
1
3
-
10
-
2
0
1
6
w
as
p
r
ep
a
r
ed
b
y
th
e
Net
w
o
r
k
i
n
g
an
d
I
n
f
o
r
m
a
tio
n
T
ec
h
n
o
lo
g
y
R
e
s
ea
r
ch
an
d
Dev
elo
p
m
e
n
t
(
NI
T
R
D)
[
4
2
]
.
T
h
e
R
&
D
Stra
teg
y
o
u
tli
n
ed
ad
v
o
ca
tes
f
o
r
lo
n
g
-
ter
m
in
v
e
s
t
m
en
ts
in
A
I
r
esear
ch
.
E
th
ical,
le
g
al
a
n
d
s
o
cieta
l
i
m
p
licatio
n
s
o
f
A
I
s
h
o
u
ld
b
e
lo
o
k
ed
in
to
.
I
t
s
h
o
u
ld
b
e
en
s
u
r
ed
th
at
t
h
e
A
I
S
y
s
te
m
s
Evaluation Warning : The document was created with Spire.PDF for Python.
IJ
-
AI
I
SS
N:
2252
-
8938
A
r
tifi
cia
l I
n
tellig
en
ce
:
W
a
y
F
o
r
w
a
r
d
fo
r
I
n
d
ia
(
S
u
n
il K
u
ma
r
S
r
iva
s
ta
va
)
25
d
ev
elo
p
ed
ar
e
s
af
e
an
d
s
ec
u
r
e.
P
u
b
lic
Data
s
ets
s
h
o
u
ld
b
e
d
e
v
elo
p
ed
an
d
s
h
ar
ed
f
o
r
A
I
T
r
ain
i
n
g
an
d
T
esti
n
g
.
Stan
d
ar
d
s
an
d
b
en
ch
m
ar
k
s
s
h
o
u
ld
b
e
d
ev
elo
p
ed
to
m
ea
s
u
r
e
an
d
ev
alu
ate
A
I
T
ec
h
n
o
lo
g
ie
s
.
Natio
n
al
A
I
R
&
D
W
o
r
k
f
o
r
ce
Nee
d
s
s
h
o
u
ld
b
e
as
s
ess
ed
.
T
h
e
r
e
p
o
r
t
titl
ed
‘
A
r
tifi
cia
l
I
n
tellig
en
ce
,
A
u
to
ma
tio
n
,
a
n
d
th
e
E
co
n
o
my’
r
elea
s
ed
in
Dec
e
m
b
er
2
0
1
6
lo
o
k
s
in
to
th
e
p
o
ten
tial
i
m
p
ac
t
o
f
th
e
ad
v
an
ce
s
i
n
ar
tif
icial
i
n
telli
g
e
n
ce
[
3
]
.
T
h
e
r
ep
o
r
t
h
as
r
ec
o
m
m
en
d
ed
f
o
r
in
v
e
s
t
m
e
n
t
i
n
A
I
f
o
r
it
s
m
an
y
b
en
ef
it
s
.
I
t
h
a
s
al
s
o
r
ec
o
m
m
e
n
d
ed
s
tep
s
f
o
r
ed
u
ca
tio
n
a
n
d
t
r
ain
in
g
Am
er
ica
n
s
f
o
r
th
e
j
o
b
s
w
h
ic
h
m
a
y
b
e
av
a
i
lab
le
in
th
e
f
u
t
u
r
e.
F
u
r
th
er
,
i
t
h
as
r
ec
o
m
m
en
d
ed
t
h
at
th
e
Go
v
er
n
m
e
n
t
s
h
o
u
ld
aid
th
e
w
o
r
k
er
s
d
u
r
i
n
g
th
e
tr
a
n
s
iti
o
n
an
d
e
m
p
o
w
er
th
e
m
.
4
.
2
.
Unite
d K
ing
do
m
T
h
e
UK
h
as
b
ee
n
o
n
e
o
f
th
e
lead
er
s
in
th
e
ar
ea
o
f
ar
tif
icial
in
telli
g
e
n
ce
.
T
h
e
u
n
iv
er
s
ities
li
k
e
E
d
in
b
u
r
g
h
,
Ox
f
o
r
d
,
C
a
m
b
r
id
g
e,
etc
h
av
e
b
ee
n
co
n
d
u
cti
n
g
r
esear
ch
w
it
h
s
u
p
p
o
r
t
f
r
o
m
th
e
g
o
v
er
n
m
en
t
s
in
ce
th
e
late
f
i
f
ties
.
As
p
er
a
r
ep
o
r
t
o
f
UK
-
R
AS,
2
7
0
m
ill
io
n
p
o
u
n
d
is
b
ein
g
i
n
v
ested
d
u
r
i
n
g
2
0
1
7
-
1
8
an
d
4
.
7
b
illi
o
n
p
o
u
n
d
s
ar
e
p
lan
n
ed
f
o
r
r
esear
ch
b
y
2
0
2
1
as
p
ar
t
o
f
UK’
s
in
d
u
s
tr
ial
s
tr
ateg
y
[
4
3
]
.
R
ec
en
tl
y
,
t
h
e
g
o
v
er
n
m
e
n
t
h
as
an
n
o
u
n
ce
d
I
n
d
u
s
tr
ia
l
Stra
te
g
y
C
h
a
llen
g
e
F
u
n
d
.
9
3
m
illi
o
n
p
o
u
n
d
s
h
as
b
ee
n
ea
r
m
ar
k
ed
f
o
r
d
ev
elo
p
m
e
n
t
o
f
s
y
s
te
m
s
w
h
ich
ca
n
w
o
r
k
i
n
ex
tr
e
m
e
en
v
ir
o
n
m
en
t
r
eq
u
ir
ed
b
y
o
f
f
s
h
o
r
e
en
er
g
y
.
3
8
m
illi
o
n
p
o
u
n
d
s
is
m
ea
n
t
f
o
r
A
I
an
d
co
n
tr
o
l s
y
s
te
m
s
f
o
r
d
r
iv
er
less
ca
r
s
[
4
4
]
.
Scien
ce
an
d
T
ec
h
n
o
lo
g
y
C
o
m
m
ittee
o
f
t
h
e
Ho
u
s
e
o
f
C
o
m
m
o
n
s
h
as
p
r
ep
ar
ed
a
p
o
licy
d
o
cu
m
e
n
t
tit
led
‘
R
o
b
o
tics
a
n
d
A
r
tifi
cia
l
I
n
tellig
en
ce
’
[
4
]
.
T
h
e
C
o
m
m
ittee
h
a
s
ex
a
m
i
n
ed
v
ar
io
u
s
a
s
p
ec
ts
i
n
c
lu
d
in
g
i
m
p
licatio
n
s
o
f
th
e
ad
v
an
ce
s
an
d
ad
o
p
tio
n
f
o
r
th
e
j
o
b
m
ar
k
et;
t
h
e
ex
ten
t
to
w
h
ic
h
ec
o
n
o
m
ic
o
p
p
o
r
tu
n
ities
ar
e
b
ein
g
ex
p
lo
ited
in
t
h
e
UK
;
t
h
e
s
tep
s
Go
v
er
n
m
en
t
n
ee
d
s
to
ta
k
e
f
o
r
f
u
n
d
in
g
r
esear
ch
an
d
in
n
o
v
at
io
n
;
t
h
e
s
tep
s
to
ad
d
r
ess
t
h
e
e
m
er
g
i
n
g
s
o
cial,
leg
al
a
n
d
eth
ical
is
s
u
e
s
.
I
t
h
as
m
ad
e
th
e
f
o
llo
w
in
g
b
r
o
ad
r
ec
o
m
m
e
n
d
atio
n
s
u
n
d
er
th
r
ee
ca
teg
o
r
ies:
1.
E
d
u
ca
tio
n
an
d
Sk
il
ls
-
I
n
o
r
d
er
to
m
it
ig
ate
t
h
e
co
n
s
eq
u
e
n
ce
s
o
f
lo
s
s
o
f
j
o
b
s
,
th
e
Go
v
er
n
m
e
n
t
s
h
o
u
ld
en
s
u
r
e
th
at
t
h
e
ed
u
ca
tio
n
an
d
tr
ai
n
in
g
s
y
s
te
m
s
ar
e
f
le
x
ib
le
s
o
t
h
at
t
h
e
y
ca
n
ad
ap
t
to
th
e
d
e
m
an
d
s
o
n
th
e
w
o
r
k
f
o
r
ce
an
d
ca
n
p
r
o
v
id
e
lif
e
-
lo
n
g
lear
n
in
g
.
T
h
e
g
o
v
er
n
m
e
n
t sh
o
u
ld
ad
d
r
ess
d
ig
ital sk
il
l c
r
is
is
t
h
r
o
u
g
h
th
e
Di
g
ital
Stra
teg
y
.
2.
Go
v
er
n
a
n
ce
:
Sta
n
d
ar
d
s
an
d
R
eg
u
latio
n
s
-
I
n
o
r
d
er
to
en
s
u
r
e
th
at
s
o
ciall
y
b
en
e
f
icial
AI
s
y
s
te
m
s
ar
e
d
ev
elo
p
ed
,
th
e
Go
v
er
n
m
e
n
t
s
h
o
u
ld
i
n
itia
te
ca
r
ef
u
l
s
cr
u
t
in
y
o
f
et
h
ical,
le
g
al
an
d
s
o
cieta
l
d
i
m
e
n
s
io
n
s
.
A
tte
n
tio
n
s
h
o
u
ld
b
e
g
iv
en
to
th
e
is
s
u
es
li
k
e
v
er
i
f
icat
io
n
a
n
d
v
alid
atio
n
;
d
ec
is
io
n
-
m
a
k
i
n
g
tr
an
s
p
ar
en
c
y
,
m
i
n
i
m
is
i
n
g
b
ias,
ac
co
u
n
tab
ili
t
y
,
tr
an
s
p
ar
en
c
y
,
p
r
iv
ac
y
a
n
d
s
af
et
y
.
A
S
tan
d
i
n
g
C
o
m
m
i
s
s
io
n
o
n
A
I
s
h
o
u
ld
b
e
estab
lis
h
ed
to
ex
a
m
i
n
e
s
o
ci
al,
eth
ical
an
d
le
g
al
i
m
p
licatio
n
s
o
f
t
h
e
d
ev
elo
p
m
e
n
t
s
in
A
I
.
3.
R
esear
ch
,
F
u
n
d
in
g
a
n
d
I
n
n
o
v
a
tio
n
-
Go
v
er
n
m
e
n
t
s
h
o
u
ld
d
esi
g
n
a
n
d
i
m
p
le
m
e
n
t
a
s
tr
ate
g
y
t
o
d
ev
elo
p
th
e
s
k
il
ls
,
s
ec
u
r
i
n
g
t
h
e
i
n
v
e
s
t
m
e
n
t
f
o
r
f
u
t
u
r
e
g
r
o
w
t
h
i
n
r
o
b
o
tics
a
n
d
A
I
.
T
h
e
g
o
v
er
n
m
en
t
s
h
o
u
ld
cr
ea
te
R
o
b
o
tics
an
d
A
u
to
n
o
m
o
u
s
S
y
s
te
m
s
L
ea
d
er
s
h
ip
co
u
n
cil
to
w
o
r
k
w
it
h
th
e
r
esear
ch
co
u
n
c
ils
to
p
r
o
d
u
ce
Natio
n
al
R
AS Str
ate
g
y
to
s
e
t o
u
t th
e
g
o
v
er
n
m
e
n
t a
m
b
itio
n
s
an
d
f
i
n
an
c
ial
s
u
p
p
o
r
t.
4
.
3
.
Chin
a
State
C
o
u
n
cil
o
f
C
h
i
n
a
r
elea
s
ed
th
e
“
Ne
x
t
Gen
er
atio
n
A
r
ti
f
icial
I
n
telli
g
en
ce
De
v
elo
p
m
e
n
t
P
lan
”
o
n
J
u
l
y
2
0
,
2
0
1
7
[
5
,
4
5
]
.
T
h
e
d
o
c
u
m
e
n
t
ar
tic
u
lates
a
r
o
ad
m
ap
f
o
r
C
h
in
a
to
b
ec
o
m
e
w
o
r
ld
lea
d
er
in
A
I
.
T
h
e
th
r
ee
co
m
p
o
n
e
n
t
s
o
f
t
h
e
s
tr
ate
g
y
ar
e
:
1.
T
ac
k
lin
g
k
e
y
p
r
o
b
le
m
s
i
n
r
ese
ar
ch
an
d
d
ev
elo
p
m
e
n
t;
2.
P
u
r
s
u
i
n
g
a
r
an
g
e
o
f
p
r
o
d
u
cts a
n
d
ap
p
licatio
n
s
;
3.
C
u
l
tiv
a
tin
g
a
n
A
I
in
d
u
s
tr
y
.
Min
i
s
tr
y
o
f
Sc
ien
ce
a
n
d
T
ec
h
n
o
lo
g
y
o
f
t
h
e
C
h
in
e
s
e
w
i
ll
ex
ec
u
te
t
h
e
p
la
n
t
h
r
o
u
g
h
it
s
A
I
P
lan
P
r
o
m
o
tio
n
O
f
f
ice.
Un
d
er
t
h
e
P
lan
,
C
h
i
n
a
ai
m
s
to
ac
h
iev
e
co
r
e
A
I
i
n
d
u
s
tr
y
o
f
$
2
2
b
illi
o
n
an
d
A
I
-
b
ased
i
n
d
u
s
tr
y
o
f
$
1
4
8
b
illi
o
n
b
y
2
0
2
0
.
B
y
2
0
2
5
,
it
p
lan
s
to
ac
h
iev
e
A
I
co
r
e
in
d
u
s
tr
y
o
f
$
5
9
b
illi
o
n
an
d
AI
r
elate
d
in
d
u
s
tr
y
o
f
$
7
4
0
b
illi
o
n
.
B
y
2
0
3
0
,
C
h
in
a
ai
m
s
to
cr
ea
te
co
r
e
A
I
in
d
u
s
tr
y
o
f
$
1
4
8
b
illi
o
n
an
d
A
I
r
elate
d
in
d
u
s
tr
y
o
f
$
1
.
4
8
tr
illi
o
n
.
T
h
e
g
r
o
w
i
n
g
tech
n
o
lo
g
ical
in
f
r
astr
u
ctu
r
e,
f
u
n
d
i
n
g
f
o
r
in
n
o
v
atio
n
&
r
esear
c
h
h
a
v
e
led
to
e
m
er
g
e
n
ce
o
f
s
ev
er
al
s
tar
t
-
u
p
co
m
p
an
ie
s
.
Sev
er
al
I
T
co
m
p
an
ie
s
h
a
v
e
b
ee
n
ab
le
to
u
s
e
th
e
tech
n
o
lo
g
y
i
n
th
eir
p
r
o
d
u
cts
an
d
s
er
v
ices
o
f
f
er
in
g
s
.
T
h
e
ex
a
m
p
le
s
ar
e
B
aid
u
,
Alib
ab
a
an
d
T
en
ce
n
t,
T
u
r
in
g
R
o
b
o
t,
DFR
o
b
o
t,
Ho
r
izo
n
R
o
b
o
tics
,
etc.
C
h
i
n
e
s
e
co
m
p
an
ies
ar
e
en
ter
i
n
g
in
to
j
o
in
t
v
en
t
u
r
es
w
it
h
th
e
h
ig
h
-
tec
h
co
m
p
an
ie
s
o
f
th
e
U
S.
So
m
e
o
f
th
ese
h
a
v
e
estab
lis
h
ed
R
&
D
c
en
tr
es
in
th
e
US
w
h
er
e
th
e
y
a
r
e
ab
le
to
attr
ac
t
th
e
av
ailab
le
talen
t.
An
ex
a
m
p
le
is
B
aid
u
,
w
h
ic
h
h
a
s
estab
li
s
h
e
d
B
aid
u
Sil
ico
n
v
alle
y
A
I
L
ab
o
r
ato
r
y
(
SV
A
I
L
)
in
C
a
li
f
o
r
n
ia
.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
SS
N
:
2
2
5
2
-
8938
IJ
-
AI
Vo
l.
7
,
No
.
1
,
Ma
r
ch
20
1
8
:
19
–
32
26
4
.
4
.
So
uth
K
o
re
a
Min
i
s
tr
y
o
f
Scien
ce
,
I
C
T
an
d
Fu
tu
r
e
P
lan
n
i
n
g
(
MSI
P
)
o
f
th
e
Go
v
er
n
m
e
n
t
o
f
So
u
t
h
Ko
r
ea
is
i
m
p
le
m
en
t
in
g
a
p
r
o
g
r
a
m
m
e
with
a
b
u
d
g
e
t
o
f
7
6
8
m
illi
o
n
eu
r
o
an
d
d
u
r
atio
n
o
f
5
y
ea
r
s
.
T
h
e
f
u
n
d
s
ar
e
m
ea
n
t
f
o
r
R
&
D
p
r
o
j
ec
ts
,
d
ata
in
f
r
astru
ctu
r
e,
an
d
s
u
p
p
o
r
t
to
in
d
u
s
tr
y
.
P
r
iv
ate
s
ec
to
r
c
o
m
p
an
ie
s
s
u
c
h
as
Sa
m
s
u
n
g
,
L
G
E
lec
tr
o
n
ics,
H
y
u
n
d
ai
Mo
to
r
s
,
etc
h
a
v
e
p
lan
n
ed
to
i
n
v
e
s
t
ab
o
u
t
1
.
9
b
illi
o
n
e
u
r
o
in
A
I
tech
n
o
lo
g
y
r
elate
d
ar
ea
[
4
6
]
.
R
ec
en
t
l
y
,
MSI
P
h
as
r
elea
s
ed
a
d
o
cu
m
en
t
“
Mid
to
L
o
n
g
-
T
er
m
Ma
s
ter
P
lan
in
Pre
p
ar
ati
o
n
f
o
r
th
e
I
n
telli
g
en
t
I
n
f
o
r
m
at
io
n
s
o
ciet
y
:
Ma
n
ag
i
n
g
t
h
e
Fo
u
r
th
I
n
d
u
s
tr
ial
R
ev
o
lu
tio
n
”
w
h
ich
d
escr
ib
es
th
e
p
o
licy
o
f
th
e
So
u
t
h
Ko
r
ea
Go
v
er
n
m
en
t [
6
]
.
T
h
e
m
ai
n
co
m
p
o
n
e
n
t
s
o
f
t
h
e
p
o
lic
y
ar
e:
1.
E
s
tab
lis
h
m
e
n
t o
f
w
o
r
ld
-
c
lass
i
n
f
r
a
s
tr
u
ct
u
r
e
f
o
r
I
n
tell
ig
e
n
t I
T
2.
P
r
o
m
o
tio
n
o
f
t
h
e
ap
p
licatio
n
o
f
I
n
tell
ig
e
n
t I
T
to
all
in
d
u
s
tr
ie
s
3.
P
r
o
ac
tiv
e
s
tep
s
to
w
ar
d
r
ef
o
r
m
in
g
a
n
d
s
tr
en
g
t
h
e
n
in
g
t
h
e
s
o
ci
al
s
u
p
p
o
r
t s
y
s
te
m
Oth
er
i
n
itiat
iv
e
s
o
f
th
e
Go
v
er
n
m
e
n
t
in
cl
u
d
es
E
x
o
B
r
ian
p
r
o
j
ec
t
w
h
ic
h
w
as
i
n
itia
ted
in
2
0
1
4
w
it
h
a
b
u
d
g
et
o
f
$
9
0
m
il
lio
n
o
v
er
a
p
er
io
d
o
f
n
in
e
y
ea
r
s
.
T
h
e
f
o
cu
s
o
f
th
e
p
r
o
j
ec
t
is
o
n
n
atu
r
al
lan
g
u
a
g
e
p
r
o
ce
s
s
in
g
.
T
h
e
ap
p
licatio
n
d
o
m
ain
s
in
cl
u
d
e
h
ea
lt
h
ca
r
e,
leg
al
an
d
f
in
a
n
ce
.
Dee
p
Vie
w
p
r
o
j
ec
t,
w
h
ic
h
s
tar
ted
in
2
0
1
5
f
o
r
n
in
e
y
ea
r
s
f
o
c
u
s
e
s
o
n
th
e
p
r
o
ce
s
s
i
n
g
o
f
v
is
u
al
d
ata.
On
e
o
f
t
h
e
ac
tiv
i
ties
ta
k
en
u
n
d
er
th
i
s
p
r
o
j
ec
t
is
o
n
b
u
ild
in
g
k
n
o
w
led
g
e
b
ases
f
r
o
m
v
id
eo
s
.
A
I
is
o
n
e
o
f
th
e
f
i
v
e
th
r
u
s
t
ar
ea
s
u
n
d
er
So
f
t
w
ar
e
Star
L
ab
P
r
o
g
r
a
m
.
I
t
h
as
b
ee
n
p
lan
n
ed
to
in
it
iate
f
i
v
e
p
r
o
j
ec
t
s
in
A
I
u
n
d
er
th
i
s
p
r
o
g
r
a
m
w
h
ich
w
ill p
r
o
v
id
e
f
u
n
d
s
o
v
er
8
y
ea
r
s
[
4
7
]
.
So
u
t
h
Ko
r
ea
is
co
llab
o
r
atin
g
w
it
h
o
t
h
er
co
u
n
tr
ies
in
c
lu
d
i
n
g
R
u
s
s
ia
an
d
UK
[
4
8
,
4
9
]
.
E
lec
tr
o
n
ics
a
n
d
T
elec
o
m
m
u
n
icatio
n
R
e
s
ea
r
ch
I
n
s
titu
te
o
f
So
u
th
Ko
r
ea
an
d
I
n
s
titu
te
f
o
r
I
n
f
o
r
m
a
tio
n
an
d
co
m
m
u
n
icatio
n
T
ec
h
n
o
l
o
g
y
P
r
o
m
o
tio
n
o
f
R
u
s
s
ia
ar
e
j
o
in
tl
y
w
o
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k
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n
g
o
n
b
r
ain
-
co
m
p
u
ter
in
ter
f
ac
e.
S
o
u
th
Ko
r
ea
is
also
co
llab
o
r
atin
g
w
it
h
th
e
UK
f
o
r
r
esear
ch
in
s
e
v
er
al
ar
ea
s
o
f
I
C
T
in
clu
d
in
g
A
I
.
Un
d
er
th
i
s
,
Un
iv
er
s
it
y
o
f
Su
r
r
e
y
is
co
llab
o
r
atin
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w
it
h
t
h
e
I
n
s
tit
u
te
f
o
r
I
n
f
o
r
m
atio
n
a
n
d
C
o
m
m
u
n
icat
io
n
T
ec
h
n
o
lo
g
y
P
r
o
m
o
tio
n
.
4
.
4
.
Sin
g
a
po
re
Sin
g
ap
o
r
e
Go
v
er
n
m
e
n
t
h
a
s
b
ee
n
in
v
est
in
g
in
R
&
D
in
A
I
f
o
r
q
u
ite
s
o
m
e
ti
m
e.
I
t
h
as
co
m
m
itted
$
4
5
0
m
illi
o
n
to
t
h
e
Na
tio
n
al
R
o
b
o
tics
P
r
o
g
r
a
m
m
e
o
v
er
a
p
er
io
d
o
f
t
h
r
ee
y
ea
r
s
.
A
p
ar
t
f
r
o
m
t
h
e
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s
e
o
f
r
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b
o
ts
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n
m
an
u
f
ac
t
u
r
in
g
,
s
o
cial
r
o
b
o
ts
a
r
e
b
ein
g
d
ev
elo
p
ed
.
A
n
ex
a
m
p
le
is
Nad
in
e,
w
h
ich
i
s
a
r
ec
ep
tio
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is
t
r
o
b
o
t
at
th
e
Nan
y
an
g
T
ec
h
n
o
lo
g
ical
U
n
iv
e
r
s
it
y
.
I
n
th
e
h
ea
lt
h
ca
r
e
s
ec
to
r
,
Sin
g
ap
o
r
e
Go
v
er
n
m
e
n
t
h
a
s
est
ab
lis
h
ed
C
e
n
tr
e
f
o
r
Hea
lth
ca
r
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an
d
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o
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T
ec
h
n
o
lo
g
y
(
C
H
AR
T
)
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th
e
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h
a
n
g
i G
e
n
er
al
Ho
s
p
ital.
Sin
g
ap
o
r
e
Un
iv
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s
itie
s
h
a
v
e
e
n
ter
ed
in
to
co
llab
o
r
atio
n
w
i
th
th
e
lead
in
g
ed
u
ca
tio
n
al
i
n
s
tit
u
tio
n
s
s
u
c
h
as
MI
T
,
C
MU
,
etc.
I
t
h
as
also
s
tar
ted
s
ch
e
m
es to
b
r
in
g
b
ac
k
th
e
Si
n
g
ap
o
r
ea
n
s
li
v
i
n
g
ab
r
o
ad
.
I
t
is
also
w
o
r
k
in
g
o
n
th
e
i
m
p
r
o
v
e
m
e
n
t i
n
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h
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q
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a
lit
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ar
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eo
p
le
f
o
r
n
e
w
t
y
p
e
s
o
f
j
o
b
s
.
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i
m
p
o
r
tan
t
in
itiati
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e
o
f
th
e
Sin
g
ap
o
r
e
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v
er
n
m
e
n
t
in
p
r
o
m
o
tio
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o
f
th
e
s
tar
t
u
p
s
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th
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lau
n
c
h
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n
g
o
f
SGI
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n
o
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ate,
w
h
ich
h
as
b
ee
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estab
lis
h
ed
to
p
r
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v
id
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u
p
p
o
r
t
to
th
e
en
tr
ep
r
en
eu
r
s
i
n
h
i
g
h
tech
n
o
lo
g
y
ar
ea
s
in
cl
u
d
in
g
r
o
b
o
tics
,
A
I
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etc.
I
t
b
r
in
g
s
th
e
p
eo
p
le
f
r
o
m
t
h
e
p
r
iv
ate
s
ec
to
r
,
ac
ad
e
m
ia
R
&
D
C
e
n
tr
es
an
d
Go
v
er
n
m
en
t a
g
e
n
cies to
w
o
r
k
to
g
eth
er
o
n
i
n
n
o
v
ati
v
e
s
o
l
u
tio
n
s.
Sin
g
ap
o
r
e
is
b
u
i
ld
in
g
s
e
v
er
al
A
I
-
p
o
w
er
ed
ap
p
licatio
n
s
u
n
d
e
r
th
e
i
n
itiat
iv
e
‘
S
m
ar
t
Natio
n
’
,
w
h
ic
h
w
a
s
lau
n
c
h
ed
in
2
0
1
4
[
7
]
.
T
h
e
ap
p
licatio
n
s
ar
e
in
t
h
e
s
ec
to
r
s
r
an
g
in
g
f
r
o
m
tr
an
s
p
o
r
t to
h
ea
lth
c
ar
e
to
p
u
b
lic
s
er
v
ice
d
eliv
er
y
.
I
n
tr
an
s
p
o
r
t
s
ec
to
r
,
L
an
d
T
r
a
n
s
p
o
r
t
A
u
t
h
o
r
it
y
(
L
T
A
)
an
d
Nan
y
an
g
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ec
h
n
o
lo
g
ic
al
Un
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er
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it
y
(
NT
U)
h
av
e
j
o
in
tl
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s
et
u
p
a
T
r
an
s
p
o
r
t
R
esear
ch
C
e
n
tr
e
to
w
o
r
k
o
n
au
to
n
o
m
o
u
s
v
eh
icles i
n
cl
u
d
in
g
s
elf
-
d
r
iv
i
n
g
b
u
s
.
I
t
is
also
w
o
r
k
i
n
g
o
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e
v
o
lv
in
g
te
s
tin
g
s
tan
d
ar
d
s
an
d
ce
r
tific
atio
n
f
o
r
th
e
a
u
to
n
o
m
o
u
s
v
e
h
icles
.
5.
I
NDIA
N
SC
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NAR
I
O
Sev
er
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s
tar
tu
p
co
m
p
an
ie
s
h
a
v
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e
m
er
g
ed
i
n
I
n
d
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i
n
t
h
e
r
e
ce
n
t
p
ast
[
5
0
]
.
A
cc
o
r
d
in
g
to
a
r
ep
o
r
t
b
y
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i
n
n
o
v
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th
er
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ar
e
ar
o
u
n
d
1
7
0
A
I
r
elate
d
s
tar
tu
p
s
i
n
I
n
d
ia
an
d
th
ese
h
a
v
e
r
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eiv
ed
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i
n
v
e
s
t
m
e
n
t
o
f
$
3
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m
i
llio
n
in
to
tal
[
5
1
]
.
6
4
o
u
t
o
f
th
ese
ar
e
lo
ca
ted
in
B
en
g
alu
r
u
.
T
h
ese
ar
e
w
o
r
k
in
g
in
t
h
e
d
o
m
ain
s
o
f
h
ea
lt
h
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r
e,
e
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co
m
m
er
ce
,
f
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n
ce
,
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T
u
p
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u
m
p
,
a
s
tar
t
u
p
h
elp
s
th
e
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lien
t
s
v
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s
u
a
lize
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e
d
ata
w
h
ile
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d
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t
h
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p
p
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lear
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ir
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ab
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ap
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itio
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etec
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n
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s
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i
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ab
le
1
.
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d
g
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Net
w
o
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k
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h
a
s
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v
elo
p
ed
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s
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tio
n
to
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h
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h
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j
o
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p
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it
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th
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ce
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e
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d
m
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p
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ir
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g
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d
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h
as
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elo
p
ed
a
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tio
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to
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s
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est
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r
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W
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cu
s
to
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er
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ch
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e
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te
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th
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h
e
i
n
f
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s
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n
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d
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cr
ea
s
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Hec
k
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llect
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s
to
r
es.
Nik
i.a
i h
as
d
ev
elo
p
ed
a
s
o
l
u
ti
o
n
w
h
ich
ca
n
b
e
u
s
ed
f
o
r
d
ev
e
lo
p
in
g
co
n
v
er
s
a
tio
n
al
a
s
s
i
s
ta
n
t
s
f
o
r
p
laci
n
g
o
r
d
er
s
lik
e
b
o
o
k
in
g
ca
b
s
,
p
ay
m
e
n
t
o
f
u
ti
lit
y
b
ill
s
.
T
h
e
clien
t
lis
t
o
f
Nik
i.a
i
i
n
cl
u
d
es
HDF
C
B
an
k
,
O
x
i
g
en
W
allet,
T
ick
etg
o
o
s
e.
Sig
T
u
p
le
is
f
o
cu
s
s
i
n
g
o
n
t
h
e
af
f
o
r
d
ab
le
s
o
lu
ti
o
n
s
f
o
r
m
ed
ical
d
iag
n
o
s
i
s
u
s
i
n
g
A
I
a
m
icr
o
s
co
p
e
an
d
a
ce
ll
p
h
o
n
e.
So
cialc
o
p
s
d
ev
elo
p
s
s
o
l
u
tio
n
s
to
as
s
is
t
in
d
ec
is
io
n
-
m
ak
i
n
g
.
I
t
as
s
is
t
s
b
y
v
is
u
al
izatio
n
o
f
t
h
e
co
llected
d
ata.
P
HR
A
Z
OR
f
r
o
m
Vp
h
r
a
s
e
co
n
v
er
ts
s
tr
u
ct
u
r
ed
d
ata
s
u
ch
as
g
r
ap
h
s
in
to
n
atu
r
al
lan
g
u
a
g
e
s
en
te
n
ce
s
.
T
h
is
i
s
u
s
ed
f
o
r
au
t
o
m
a
ted
g
en
er
at
io
n
o
f
r
ep
o
r
ts
o
n
v
ar
io
u
s
to
p
ics.
T
ab
le
1
.
I
n
d
ian
Star
tu
p
s
in
A
r
t
if
icial
I
n
telli
g
e
n
ce
S
t
a
r
t
u
p
U
R
L
T
a
sk
Ed
g
e
N
e
t
w
o
r
k
s
w
w
w
.
e
d
g
e
n
e
t
w
o
r
k
s.i
n
M
a
t
c
h
e
s t
h
e
j
o
b
se
e
k
e
r
s
w
i
t
h
j
o
b
s
a
v
a
i
l
a
b
l
e
F
l
u
i
d
A
I
w
w
w
.
f
l
u
i
d
.
a
i
P
r
o
v
i
d
e
s c
u
s
t
o
me
r
i
n
f
o
r
mat
i
o
n
o
n
t
h
e
p
r
o
d
u
c
t
s
i
n
a
n
i
n
t
e
r
a
c
t
i
v
e
w
a
y
F
l
u
t
u
r
a
w
w
w
.
f
l
u
t
u
r
a
.
c
o
m
M
o
n
i
t
o
r
s
h
e
a
l
t
h
o
f
m
a
c
h
i
n
e
s t
o
a
d
v
i
se
o
n
m
a
i
n
t
e
n
a
n
c
e
H
e
c
k
y
l
w
w
w
.
h
e
c
k
y
l
.
c
o
m
A
n
a
l
y
z
e
s st
o
c
k
r
e
l
a
t
e
d
i
n
f
o
r
mat
i
o
n
t
o
a
d
v
i
se
s o
n
st
o
c
k
t
r
a
d
i
n
g
M
a
d
S
t
r
e
e
t
D
e
n
w
w
w
.
v
u
e
.
a
i
H
e
l
p
s c
u
st
o
me
r
s l
o
c
a
t
e
p
r
o
d
u
c
t
s
u
s
i
n
g
c
a
p
t
u
r
e
d
p
h
o
t
o
s
S
h
o
p
R
3
6
0
w
w
w
.
sh
o
p
r
3
6
0
.
c
o
m
V
i
d
e
o
a
n
a
l
y
t
i
c
s so
l
u
t
i
o
n
w
h
i
c
h
c
a
n
d
i
st
i
n
g
u
i
sh
st
a
f
f
a
n
d
c
u
st
o
me
r
s
S
i
g
T
u
p
l
e
w
w
w
.
si
g
t
u
p
l
e
.
c
o
m
A
f
f
o
r
d
a
b
l
e
d
i
a
g
n
o
si
s so
l
u
t
i
o
n
u
si
n
g
a
mi
c
r
o
sco
p
e
,
c
e
l
l
p
h
o
n
e
a
n
d
c
l
o
u
d
S
o
c
i
a
l
C
o
p
s
w
w
w
.
so
c
i
a
l
c
o
p
s.c
o
m
I
n
t
e
r
p
r
e
t
a
t
i
o
n
o
f
d
a
t
a
V
P
h
r
a
se
w
w
w
.
v
p
h
r
a
se
.
c
o
m
C
o
n
v
e
r
t
s st
r
u
c
t
u
r
e
d
d
a
t
a
su
c
h
a
s
g
r
a
p
h
s,
e
t
c
i
n
t
o
w
o
r
d
s
F
r
e
e
n
o
m
e
w
w
w
.
z
e
p
h
y
r
h
e
a
l
t
h
.
c
o
m
A
n
a
l
y
z
e
s g
e
n
e
t
i
c
m
a
t
e
r
i
a
l
t
o
f
i
n
d
d
i
se
a
se
si
g
n
a
t
u
r
e
a
t
a
n
e
a
r
l
y
st
a
g
e
I
T
m
aj
o
r
s
lik
e
T
C
S,
I
n
f
o
s
y
s
,
etc
ar
e
also
d
ev
elo
p
in
g
A
I
-
b
ased
s
o
lu
tio
n
s
f
o
r
th
e
ir
n
ee
d
s
.
T
C
S
h
as
d
ev
elo
p
ed
a
Vir
tu
al
A
s
s
is
ta
n
t
w
h
ich
ca
n
in
ter
ac
t
w
it
h
th
e
cu
s
to
m
er
s
r
eg
ar
d
in
g
in
s
u
r
a
n
ce
p
r
o
d
u
cts
[
5
2
]
.
I
t c
an
i
n
ter
ac
t i
n
s
p
o
k
e
n
n
at
u
r
al
lan
g
u
a
g
e.
I
n
f
o
s
y
s
h
a
s
a
u
to
m
ated
s
e
v
er
al
I
T
s
u
p
p
o
r
t p
r
o
c
ess
es
u
s
in
g
A
I
-
b
ased
s
o
lu
tio
n
s
.
I
B
M
h
a
s
d
ep
lo
y
ed
W
atso
n
f
o
r
On
co
lo
g
y
p
r
o
d
u
ct
in
s
o
m
e
o
f
t
h
e
h
o
s
p
itals
f
o
r
u
s
e
in
t
h
e
tr
ea
t
m
e
n
t
o
f
ca
n
ce
r
p
atien
ts
[
5
3
]
.
R
ec
en
tly
,
C
y
r
il
Am
ar
ch
a
n
d
Ma
n
g
a
ld
as,
a
r
ep
u
ted
law
f
ir
m
h
as
an
n
o
u
n
ce
d
t
h
at
it
h
a
s
en
ter
ed
in
to
co
llab
o
r
atio
n
w
i
t
h
Kir
a,
a
C
an
ad
ia
n
f
ir
m
o
f
f
er
i
n
g
A
I
-
b
ased
s
o
lu
tio
n
s
f
o
r
la
w
f
ir
m
s
.
Go
v
er
n
m
en
t
h
as
b
ee
n
s
p
en
d
i
n
g
o
n
R
&
D
in
A
I
f
o
r
q
u
ite
s
o
m
e
ti
m
e.
Me
itY
(
er
s
t
w
h
ile
D
OE
)
s
tar
ted
k
n
o
w
led
g
e
-
b
a
s
ed
co
m
p
u
ter
S
y
s
te
m
s
P
r
o
j
ec
t
in
1
9
8
6
w
it
h
f
i
n
an
cia
l
s
u
p
p
o
r
t
f
r
o
m
UNDP
.
Sev
er
al
d
ev
elo
p
m
e
n
t
ac
tiv
itie
s
w
er
e
d
o
n
e
u
n
d
er
t
h
e
p
r
o
j
ec
t.
T
h
e
p
r
o
j
ec
t
cr
ea
t
ed
n
ec
ess
ar
y
i
n
f
r
astru
c
tu
r
e
i
n
s
e
v
er
al
ac
ad
e
m
ic
in
s
t
itu
tio
n
s
/
R
&
D
ce
n
tr
es li
k
e
C
-
D
AC
,
etc.
L
ater
o
n
,
a
p
r
o
g
r
a
m
m
e
ca
lled
Natio
n
al
P
r
o
g
r
am
m
e
o
n
P
er
ce
p
ti
o
n
E
n
g
i
n
ee
r
i
n
g
w
as
i
n
itiated
b
y
th
e
Min
is
tr
y
.
So
m
e
p
r
o
to
ty
p
e
s
y
s
te
m
s
s
u
ch
as
r
o
b
o
tic
a
r
m
s
,
etc
h
av
e
b
ee
n
d
ev
elo
p
ed
u
n
d
er
th
e
p
r
o
g
r
a
m
m
e.
So
m
e
p
r
o
j
ec
ts
w
er
e
also
tak
en
u
p
u
n
d
er
T
ec
h
n
o
lo
g
y
De
v
elo
p
m
e
n
t
f
o
r
I
n
d
ian
lan
g
u
a
g
es
P
r
o
g
r
a
m
m
e
o
f
th
e
Min
i
s
tr
y
.
A
lar
g
e
p
e
r
ce
n
tag
e
o
f
f
u
n
d
s
h
a
v
e
b
ee
n
s
p
en
t
o
n
m
ac
h
in
e
tr
a
n
s
la
tio
n
,
tex
t
-
to
-
s
p
ee
ch
,
an
d
s
p
ee
c
h
-
to
-
tex
t s
y
s
te
m
s
.
DR
DO
h
as
b
ee
n
f
u
n
d
i
n
g
A
I
p
r
o
j
ec
ts
at
C
en
tr
e
f
o
r
A
r
ti
f
ici
al
I
n
telli
g
en
ce
a
n
d
R
o
b
o
tics
(
C
A
I
R
)
f
o
r
d
ef
en
ce
a
s
w
ell
a
s
ci
v
il
ap
p
li
ca
tio
n
s
.
F
u
n
d
in
g
o
f
R
&
D
b
y
i
n
d
u
s
tr
y
h
as
b
ee
n
li
m
ited
to
f
e
w
co
m
p
an
ie
s
o
n
l
y
.
Ho
w
e
v
er
,
th
e
s
it
u
atio
n
is
c
h
a
n
g
i
n
g
n
o
w
.
R
ec
e
n
tl
y
,
I
n
f
o
s
y
s
h
as
p
r
o
v
id
ed
R
s
.
5
0
m
i
llio
n
to
I
I
I
T
Delh
i
f
o
r
r
esear
ch
in
A
I
.
T
h
e
i
m
p
ac
t
o
n
t
h
e
j
o
b
o
p
p
o
r
tu
n
i
t
y
w
o
u
ld
b
e
m
o
r
e
s
er
io
u
s
i
n
I
n
d
ia
d
u
e
to
t
h
e
h
ig
h
p
er
ce
n
t
ag
e
o
f
t
h
e
p
eo
p
le
em
p
lo
y
ed
in
lo
w
-
s
k
ill j
o
b
s
.
A
lar
g
e
n
u
m
b
er
o
f
p
eo
p
le
ar
e
em
p
lo
y
ed
in
t
h
e
B
P
O
ty
p
e
o
f
s
er
v
ices
w
h
ic
h
ar
e
m
o
s
t
li
k
el
y
to
b
e
af
f
ec
ted
.
Si
m
i
lar
l
y
,
t
h
e
d
e
m
a
n
d
o
f
I
T
p
r
o
f
ess
io
n
als,
esp
ec
iall
y
t
h
o
s
e
d
o
in
g
r
o
u
ti
n
e
w
h
ite
co
llar
j
o
b
s
,
is
b
o
u
n
d
to
f
all
d
u
e
to
au
to
m
atio
n
o
f
v
ar
io
u
s
t
ask
s
.
A
s
t
h
ese
ar
ea
s
h
a
v
e
b
ee
n
p
r
o
v
id
in
g
j
o
b
s
to
m
illi
o
n
s
o
f
th
e
g
r
ad
u
ates
d
u
r
i
n
g
t
h
e
last
t
w
o
d
ec
ad
es,
th
e
s
i
tu
atio
n
i
s
alar
m
i
n
g
an
d
n
ee
d
im
m
ed
iate
atten
tio
n
f
r
o
m
t
h
e
s
ta
k
eh
o
ld
er
s
.
R
ec
en
t
l
y
,
s
o
m
e
co
m
p
a
n
ie
s
h
a
v
e
an
n
o
u
n
ce
d
t
h
at
t
h
e
y
ar
e
r
elea
s
in
g
t
h
e
w
o
r
k
er
s
o
r
h
ir
in
g
le
s
s
n
u
m
b
e
r
o
f
w
o
r
k
er
s
.
As
m
en
tio
n
ed
ea
r
lier
,
I
n
f
o
s
y
s
h
a
s
an
n
o
u
n
ce
d
th
at
i
t
h
ad
r
elea
s
ed
9
0
0
0
I
T
p
r
o
f
ess
io
n
al
s
[
5
4
]
.
Si
m
i
lar
an
n
o
u
n
ce
m
en
t
s
h
av
e
b
ee
n
m
ad
e
b
y
s
o
m
e
o
th
er
co
m
p
a
n
ie
s
.
T
h
e
o
f
f
icial
r
ea
s
o
n
f
o
r
th
e
la
y
o
f
f
s
b
ei
n
g
g
iv
e
n
b
y
t
h
ese
co
m
p
an
ie
s
i
s
p
o
o
r
p
er
f
o
r
m
an
ce
o
f
t
h
e
e
m
p
lo
y
ee
s
b
u
t
t
h
is
h
a
s
b
ee
n
d
en
ied
at
v
ar
io
u
s
f
o
r
u
m
s
.
T
h
o
u
g
h
lo
s
s
o
f
j
o
b
s
m
a
y
h
ap
p
en
d
u
e
to
au
to
m
atio
n
,
a
g
o
o
d
n
u
m
b
er
o
f
j
o
b
s
ar
e
lik
el
y
t
o
b
e
ad
d
ed
as
th
e
ec
o
n
o
m
y
i
n
I
n
d
ia
i
s
g
r
o
w
i
n
g
a
t a
h
ig
h
r
ate.
6.
WAY
F
O
RWARD
I
n
d
ia
h
as
a
u
n
iq
u
e
o
p
p
o
r
tu
n
it
y
at
th
is
m
o
m
e
n
t.
Usi
n
g
t
h
e
talen
t
av
ai
lab
le
w
it
h
i
n
th
e
co
u
n
tr
y
,
it
ca
n
r
ep
ea
t
th
e
s
u
cc
es
s
s
to
r
y
o
f
I
T
in
d
u
s
tr
y
.
A
t
t
h
e
s
a
m
e
ti
m
e,
i
f
n
ec
ess
ar
y
s
tep
s
ar
e
n
o
t
ta
k
e
n
i
n
ti
m
e
,
it
w
i
ll
lo
s
e
th
e
o
p
p
o
r
tu
n
it
y
.
A
I
ca
n
h
elp
in
t
h
e
m
aj
o
r
p
r
o
g
r
a
m
m
es
o
f
t
h
e
Go
v
er
n
m
e
n
t
v
iz.
Dig
ital
I
n
d
ia,
Ma
k
e
Evaluation Warning : The document was created with Spire.PDF for Python.
I
SS
N
:
2
2
5
2
-
8938
IJ
-
AI
Vo
l.
7
,
No
.
1
,
Ma
r
ch
20
1
8
:
19
–
32
28
in
I
n
d
ia,
an
d
Sk
ill
I
n
d
ia
[
5
5
,
5
6
]
.
I
n
o
r
d
e
r
to
ac
ce
ler
ate
d
e
v
elo
p
m
e
n
t
o
f
A
I
tech
n
o
lo
g
y
an
d
its
ap
p
licatio
n
s
,
it
is
n
ec
es
s
ar
y
to
ta
k
e
s
tep
s
f
o
r
A
p
p
licatio
n
s
&
I
n
f
r
a
s
tr
u
ct
u
r
e
Dev
el
o
p
m
e
n
t,
P
o
lic
y
&
R
eg
u
l
atio
n
s
,
R
esear
ch
&
Dev
elo
p
m
e
n
t
a
n
d
Hu
m
a
n
R
e
s
o
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r
ce
Dev
e
lo
p
m
en
t
as
i
llu
s
tr
ated
in
t
h
e
Fi
g
u
r
e
1
.
T
h
ese
ar
e
d
is
cu
s
s
ed
in
th
e
f
o
llo
w
in
g
s
ec
t
io
n
s
.
Fig
u
r
e
1
.
W
ay
Fo
r
w
ar
d
f
o
r
I
n
d
ia
6
.
1
.
Appl
ica
t
io
ns
a
nd
I
nfr
a
s
t
ruct
ure
Dev
elo
p
m
e
nt
As
in
o
th
er
co
u
n
tr
ies,
I
n
d
ia
ca
n
g
a
in
s
ig
n
i
f
ica
n
tl
y
b
y
t
h
e
a
d
o
p
tio
n
o
f
A
I
tec
h
n
o
lo
g
y
.
M
o
s
t
o
f
t
h
e
ap
p
licatio
n
s
d
ev
elo
p
ed
else
w
h
er
e
in
th
e
w
o
r
ld
ca
n
b
e
d
ev
elo
p
ed
in
I
n
d
ia
as
w
ell.
Ho
w
e
v
er
,
th
e
ap
p
licatio
n
s
h
av
e
to
b
e
cu
s
to
m
ized
f
o
r
t
h
e
lo
ca
l n
ee
d
s
.
Fe
w
ex
a
m
p
le
ap
p
licatio
n
s
ar
e
d
is
c
u
s
s
ed
b
elo
w
.
A
v
ir
tu
a
l
n
u
r
s
e
ca
n
b
e
d
ev
elo
p
ed
to
s
h
ar
e
th
e
w
o
r
k
lo
ad
s
o
f
th
e
h
u
m
an
n
u
r
s
es.
D
u
e
to
lack
o
f
h
u
m
a
n
r
eso
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r
ce
in
th
e
p
u
b
lic
h
ea
lt
h
c
ar
e
f
ac
ilit
ies
i
n
I
n
d
ia,
a
n
u
r
s
e
is
o
f
te
n
o
v
er
lo
ad
ed
.
A
s
s
h
e
h
as
to
atten
d
s
ev
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al
p
er
s
o
n
s
,
t
h
er
e
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al
w
a
y
s
p
o
s
s
i
b
ilit
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o
f
th
e
lap
s
es.
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r
ex
a
m
p
le,
af
ter
th
e
tr
ea
t
m
en
t
h
a
s
b
ee
n
co
m
p
leted
an
d
th
e
p
atien
t
is
b
ei
n
g
d
is
c
h
ar
g
ed
,
a
n
u
r
s
e
is
s
u
p
p
o
s
ed
to
g
u
id
e
t
h
e
p
atien
t
an
d
t
h
e
ca
r
etak
er
s
o
n
t
h
e
p
r
ec
au
tio
n
s
to
b
e
tak
en
af
ter
leav
in
g
t
h
e
h
o
s
p
ital
an
d
b
et
w
ee
n
t
h
e
f
o
llo
w
u
p
co
n
s
u
ltatio
n
s
.
A
lar
g
e
n
u
m
b
er
o
f
p
eo
p
le
s
u
f
f
er
f
r
o
m
th
e
co
m
p
licatio
n
s
a
f
ter
t
h
e
tr
ea
t
m
e
n
t
as
t
h
e
y
ar
e
n
o
t
in
f
o
r
m
ed
p
r
o
p
er
ly
o
n
t
h
e
p
r
ec
au
tio
n
s
w
h
ic
h
h
av
e
to
b
e
tak
en
.
T
h
is
t
y
p
e
o
f
i
n
f
o
r
m
atio
n
ca
n
b
e
p
r
o
v
id
ed
to
th
e
p
atien
ts
u
s
i
n
g
an
A
I
-
b
ased
s
y
s
te
m
.
Si
m
i
lar
l
y
,
a
ch
atb
o
t
ca
n
b
e
d
ev
elo
p
ed
to
ad
v
is
e
th
e
p
atien
t
s
o
n
s
e
v
er
al
h
ea
lt
h
-
r
elate
d
m
at
ter
s
i
n
n
a
tu
r
a
l
lan
g
u
a
g
e.
T
h
e
p
atien
ts
d
o
n
’
t
l
ik
e
to
d
is
cu
s
s
ab
o
u
t
s
e
v
er
al
t
y
p
es
o
f
d
is
ea
s
es
li
k
e
HI
V,
ST
Ds,
tu
b
er
cu
lo
s
is
,
etc
as
th
e
p
atie
n
ts
s
u
f
f
er
in
g
f
r
o
m
s
u
c
h
d
is
ea
s
es
ar
e
tr
ea
ted
as
u
n
to
u
ch
ab
le
i
n
t
h
e
s
o
ciet
y
.
S
u
ch
ap
p
licatio
n
s
ca
n
h
elp
in
th
i
s
ca
s
e.
Ho
w
e
v
er
,
th
e
y
w
o
u
ld
b
e
h
ap
p
y
to
co
n
s
u
l
t
a
v
ir
tu
a
l
m
ed
ical
co
u
n
s
ello
r
.
I
n
I
n
d
ia,
m
en
ta
l
illn
e
s
s
is
o
f
te
n
n
o
t
tr
ea
ted
d
u
e
to
lack
o
f
a
w
ar
en
e
s
s
.
Fo
r
tu
n
atel
y
,
t
h
e
co
u
n
tr
y
h
as
a
h
i
g
h
lev
e
l
o
f
m
o
b
ile
p
en
etr
atio
n
.
Su
c
h
ap
p
licatio
n
s
ca
n
b
e
ea
s
il
y
m
ad
e
av
a
ilab
le
o
n
m
o
b
ile
d
e
v
ices.
A
p
p
licatio
n
s
lik
e
Do
No
tP
a
y
ca
n
b
e
u
s
ed
to
h
elp
p
eo
p
le
b
y
p
r
o
v
id
in
g
r
elev
a
n
t
leg
al
i
n
f
o
r
m
at
io
n
.
Su
c
h
ap
p
licatio
n
s
ar
e
q
u
ite
r
el
ev
an
t
f
o
r
I
n
d
ian
s
o
ciet
y
w
h
er
e
a
lar
g
e
p
er
ce
n
tag
e
o
f
t
h
e
p
o
p
u
latio
n
i
s
ig
n
o
r
an
t
ab
o
u
t
th
e
la
w
s
a
n
d
p
r
o
ce
d
u
r
es
co
n
ce
r
n
ed
w
it
h
d
a
y
-
to
-
d
a
y
ac
t
iv
itie
s
.
So
m
e
o
f
t
h
e
ar
ea
s
w
h
er
e
s
u
c
h
ap
p
licatio
n
s
ca
n
b
e
d
ev
elo
p
ed
in
clu
d
e
d
o
w
r
y
m
at
ter
s
,
d
o
m
esti
c
v
io
len
ce
,
co
n
s
u
m
er
r
ig
h
ts
p
r
o
tectio
n
,
v
io
le
n
ce
ag
ai
n
s
t
ch
ild
r
en
,
tax
at
io
n
,
etc.
T
o
s
ta
r
t
w
it
h
,
s
y
s
te
m
s
w
it
h
n
at
u
r
al
lan
g
u
a
g
e
in
ter
f
a
ce
in
E
n
g
li
s
h
ca
n
b
e
d
ev
elo
p
e
d
.
L
ater
o
n
,
it c
an
b
e
ex
ten
d
ed
to
o
th
er
lan
g
u
a
g
es,
an
d
f
i
n
all
y
t
o
s
p
ee
ch
-
b
ased
s
y
s
te
m
s
.
AI
-
b
ased
ed
u
ca
tio
n
s
y
s
te
m
s
o
r
in
t
elli
g
e
n
t
t
u
to
r
in
g
s
y
s
te
m
s
w
il
l
b
e
u
s
e
f
u
l
i
n
i
m
p
r
o
v
in
g
t
h
e
q
u
alit
y
o
f
ed
u
ca
tio
n
b
y
th
e
ex
is
ti
n
g
teac
h
er
s
,
esp
ec
iall
y
i
n
p
r
o
f
ess
io
n
a
l
ed
u
ca
tio
n
.
Sh
o
r
tag
e
o
f
m
er
it
o
r
io
u
s
teac
h
er
s
is
a
co
m
m
o
n
p
r
o
b
lem
i
n
all
t
y
p
es
an
d
lev
els
o
f
ed
u
ca
t
io
n
i
n
th
e
co
u
n
tr
y
d
u
e
to
s
e
v
er
al
r
ea
s
o
n
s
.
Use
o
f
n
a
tu
r
a
l
lan
g
u
a
g
e
p
r
o
ce
s
s
i
n
g
m
a
k
es
it
p
o
s
s
ib
le
f
o
r
th
e
s
tu
d
e
n
t
to
i
n
ter
ac
t
w
it
h
t
h
e
a
p
p
licatio
n
i
n
n
at
u
r
al
la
n
g
u
a
g
e.
AI
-
b
ased
s
y
s
te
m
i
s
n
o
t
ex
p
ec
ted
to
r
ep
lace
h
u
m
an
tea
c
h
er
b
u
t
ca
n
b
e
u
s
ed
to
p
r
o
v
id
e
s
u
p
p
le
m
e
n
tar
y
in
f
o
r
m
at
io
n
.
T
h
e
g
o
v
er
n
m
en
t
m
u
s
t
cr
ea
te
i
n
f
r
a
s
tr
u
ct
u
r
e
to
s
u
p
p
o
r
t
d
ev
elo
p
m
e
n
t
o
f
A
I
ap
p
licatio
n
s
.
O
n
e
cr
itical
in
f
r
astru
ct
u
r
e
i
s
clo
u
d
w
h
ic
h
is
n
ee
d
ed
f
o
r
t
h
e
d
ev
elo
p
m
en
t
o
f
ap
p
licatio
n
s
.
A
I
ap
p
licatio
n
s
r
eq
u
ir
e
h
i
g
h
co
m
p
u
tatio
n
al
p
o
w
er
,
lar
g
e
m
e
m
o
r
y
an
d
s
to
r
ag
e
s
p
ac
e
w
h
ic
h
ar
e
av
ailab
le
o
n
th
e
clo
u
d
.
S
o
m
e
s
y
s
te
m
s
w
h
ic
h
w
er
e
p
o
s
s
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le
b
u
t
co
u
ld
n
o
t
b
e
b
u
ilt
d
u
e
to
th
e
u
n
av
a
il
ab
ilit
y
o
f
clo
u
d
i
n
f
r
astru
ct
u
r
e
ea
r
lier
h
av
e
b
ee
n
Evaluation Warning : The document was created with Spire.PDF for Python.