<s>
Apache	B-Algorithm
SINGA	I-Algorithm
is	O
an	O
Apache	O
top-level	O
project	O
for	O
developing	O
an	O
open	O
source	O
machine	O
learning	O
library	O
.	O
</s>
<s>
The	O
SINGA	O
project	O
was	O
initiated	O
by	O
the	O
DB	O
System	O
Group	O
at	O
National	O
University	O
of	O
Singapore	O
in	O
2014	O
,	O
in	O
collaboration	O
with	O
the	O
database	O
group	O
of	O
Zhejiang	O
University	O
,	O
in	O
order	O
to	O
support	O
complex	O
analytics	O
at	O
scale	O
,	O
and	O
make	O
database	O
systems	O
more	O
intelligent	O
and	O
autonomic	B-Architecture
.	O
</s>
<s>
Rafiki	O
in	O
VLDB2018	O
)	O
is	O
a	O
subsystem	O
of	O
Apache	B-Algorithm
SINGA	I-Algorithm
to	O
provide	O
the	O
training	O
and	O
inference	O
service	O
of	O
machine	O
learning	O
models	O
.	O
</s>
<s>
SINGA-Easy(ACM Multimedia 2021 )	O
is	O
an	O
easy-to-use	O
deep	O
learning	O
framework	O
built	O
as	O
a	O
component	O
of	O
Apache	B-Algorithm
SINGA	I-Algorithm
to	O
facilitate	O
the	O
adoption	O
of	O
deep	O
learning	O
algorithms	O
and	O
inference	O
services	O
by	O
domain-specific	O
domain	O
application	O
users	O
(	O
e.g.	O
,	O
multimedia	O
,	O
medical	O
image	O
analysis	O
)	O
.	O
</s>
<s>
Apache	B-Algorithm
SINGA	I-Algorithm
is	O
in	O
use	O
at	O
organizations	O
such	O
as	O
NetEase	O
,	O
Carnegie	O
Technologies	O
,	O
CBRE	O
,	O
Citigroup	O
,	O
JurongHealth	O
Hospital	O
,	O
National	O
University	O
of	O
Singapore	O
,	O
National	O
University	O
Hospital	O
,	O
Noblis	O
,	O
Shentilium	O
Technologies	O
,	O
Singapore	O
General	O
Hospital	O
,	O
Tan	O
Tock	O
Seng	O
Hospital	O
,	O
YZBigData	O
,	O
and	O
others	O
.	O
</s>
<s>
Apache	B-Algorithm
SINGA	I-Algorithm
is	O
used	O
across	O
applications	O
in	O
banking	O
,	O
education	O
,	O
finance	O
,	O
healthcare	O
,	O
real	O
estate	O
,	O
software	O
development	O
,	O
and	O
other	O
categories	O
.	O
</s>
<s>
The	O
Ng	O
Teng	O
Fong	O
General	O
Hospital	O
collaborated	O
with	O
the	O
Apache	B-Algorithm
SINGA	I-Algorithm
team	O
to	O
develop	O
an	O
application	O
for	O
people	O
diagnosed	O
with	O
pre-diabetes	O
,	O
a	O
condition	O
where	O
blood	O
glucose	O
levels	O
are	O
higher	O
than	O
normal	O
,	O
but	O
not	O
high	O
enough	O
to	O
be	O
classified	O
as	O
diabetes	O
.	O
</s>
<s>
The	O
application	O
called	O
JurongHealth	O
Food	O
Log	O
(	O
JHFoodLg	O
)	O
app	O
,	O
uses	O
Apache	B-Algorithm
SINGA	I-Algorithm
to	O
match	O
photos	O
of	O
food	O
to	O
a	O
database	O
of	O
local	O
dishes	O
-	O
including	O
nasi	O
padang	O
,	O
laksa	O
and	O
char	O
siew	O
rice	O
-	O
and	O
utilises	O
nutrition	O
data	O
from	O
the	O
Health	O
Promotion	O
Board	O
,	O
JurongHealth	O
Campus	O
,	O
and	O
the	O
Australian	O
Food	O
and	O
Nutrient	O
Database	O
.	O
</s>
