<s>
Amazon	B-General_Concept
SageMaker	I-General_Concept
is	O
a	O
cloud	O
machine-learning	O
platform	O
that	O
was	O
launched	O
in	O
November	O
2017	O
.	O
</s>
<s>
SageMaker	B-General_Concept
enables	O
developers	O
to	O
create	O
,	O
train	O
,	O
and	O
deploy	O
machine-learning	O
(	O
ML	O
)	O
models	O
in	O
the	O
cloud	O
.	O
</s>
<s>
SageMaker	B-General_Concept
also	O
enables	O
developers	O
to	O
deploy	O
ML	O
models	O
on	O
embedded	B-Architecture
systems	I-Architecture
and	O
edge-devices	B-Device
.	O
</s>
<s>
SageMaker	B-General_Concept
enables	O
developers	O
to	O
operate	O
at	O
a	O
number	O
of	O
levels	O
of	O
abstraction	O
when	O
training	O
and	O
deploying	O
machine	O
learning	O
models	O
.	O
</s>
<s>
At	O
its	O
highest	O
level	O
of	O
abstraction	O
,	O
SageMaker	B-General_Concept
provides	O
pre-trained	O
ML	O
models	O
that	O
can	O
be	O
deployed	O
as-is	O
.	O
</s>
<s>
In	O
addition	O
,	O
SageMaker	B-General_Concept
provides	O
a	O
number	O
of	O
built-in	O
ML	O
algorithms	O
that	O
developers	O
can	O
train	O
on	O
their	O
own	O
data	O
.	O
</s>
<s>
Further	O
,	O
SageMaker	B-General_Concept
provides	O
managed	O
instances	O
of	O
TensorFlow	B-Language
and	O
Apache	B-Algorithm
MXNet	I-Algorithm
,	O
where	O
developers	O
can	O
create	O
their	O
own	O
ML	O
algorithms	O
from	O
scratch	O
.	O
</s>
<s>
Regardless	O
of	O
which	O
level	O
of	O
abstraction	O
is	O
used	O
,	O
a	O
developer	O
can	O
connect	O
their	O
SageMaker-enabled	O
ML	O
models	O
to	O
other	O
AWS	B-Application
services	O
,	O
such	O
as	O
the	O
Amazon	B-Application
DynamoDB	I-Application
database	O
for	O
structured	O
data	O
storage	O
,	O
AWS	B-Application
Batch	O
for	O
offline	O
batch	O
processing	O
,	O
or	O
Amazon	B-Application
Kinesis	O
for	O
real-time	O
processing	O
.	O
</s>
<s>
A	O
number	O
of	O
interfaces	O
are	O
available	O
for	O
developers	O
to	O
interact	O
with	O
SageMaker	B-General_Concept
.	O
</s>
<s>
First	O
,	O
there	O
is	O
a	O
web	O
API	B-Application
that	O
remotely	O
controls	O
a	O
SageMaker	B-General_Concept
server	O
instance	O
.	O
</s>
<s>
While	O
the	O
web	O
API	B-Application
is	O
agnostic	O
to	O
the	O
programming	O
language	O
used	O
by	O
the	O
developer	O
,	O
Amazon	B-Application
provides	O
SageMaker	B-General_Concept
API	B-Application
bindings	O
for	O
a	O
number	O
of	O
languages	O
,	O
including	O
Python	B-Language
,	O
JavaScript	B-Language
,	O
Ruby	B-Language
,	O
Java	B-Language
,	O
and	O
Go	B-Application
.	O
</s>
<s>
In	O
addition	O
,	O
SageMaker	B-General_Concept
provides	O
managed	O
Jupyter	O
Notebook	O
instances	O
for	O
interactively	O
programming	O
SageMaker	B-General_Concept
and	O
other	O
applications	O
.	O
</s>
<s>
2017-11-29	O
:	O
SageMaker	B-General_Concept
is	O
launched	O
at	O
the	O
AWS	B-Application
re:Invent	O
conference	O
.	O
</s>
<s>
2018-02-27	O
:	O
Managed	O
TensorFlow	B-Language
and	O
MXNet	B-Algorithm
deep	B-Algorithm
neural	I-Algorithm
network	I-Algorithm
training	O
and	O
inference	O
are	O
now	O
supported	O
within	O
SageMaker	B-General_Concept
.	O
</s>
<s>
2018-02-28	O
:	O
SageMaker	B-General_Concept
automatically	O
scales	O
model	O
inference	O
to	O
multiple	O
server	O
instances	O
.	O
</s>
<s>
2018-07-13	O
:	O
SageMaker	B-General_Concept
adds	O
support	O
for	O
recurrent	B-Algorithm
neural	I-Algorithm
network	I-Algorithm
training	O
,	O
word2vec	B-Algorithm
training	O
,	O
multi-class	O
linear	B-General_Concept
learner	I-General_Concept
training	O
,	O
and	O
distributed	O
deep	B-Algorithm
neural	I-Algorithm
network	I-Algorithm
training	O
in	O
Chainer	B-Algorithm
with	O
Layer-wise	O
Adaptive	O
Rate	O
Scaling	O
(	O
LARS	O
)	O
.	O
</s>
<s>
2018-07-17	O
:	O
AWS	B-Application
Batch	O
Transform	O
enables	O
high-throughput	O
non-realtime	O
machine	O
learning	O
inference	O
in	O
SageMaker	B-General_Concept
.	O
</s>
<s>
2018-11-27	O
:	O
SageMaker	B-General_Concept
Ground	O
Truth	O
"	O
makes	O
it	O
much	O
easier	O
for	O
developers	O
to	O
label	B-General_Concept
their	I-General_Concept
data	I-General_Concept
using	O
human	O
annotators	O
through	O
Mechanical	O
Turk	O
,	O
third-party	O
vendors	O
,	O
or	O
their	O
own	O
employees.	O
"	O
</s>
<s>
2018-11-28	O
:	O
SageMaker	B-General_Concept
Reinforcement	O
Learning	O
(	O
RL	O
)	O
"	O
enables	O
developers	O
and	O
data	O
scientists	O
to	O
quickly	O
and	O
easily	O
develop	O
reinforcement	O
learning	O
models	O
at	O
scale.	O
"	O
</s>
<s>
2018-11-28	O
:	O
SageMaker	B-General_Concept
Neo	O
enables	O
deep	B-Algorithm
neural	I-Algorithm
network	I-Algorithm
models	O
to	O
be	O
deployed	O
from	O
SageMaker	B-General_Concept
to	O
edge-devices	B-Device
such	O
as	O
smartphones	O
and	O
smart	O
cameras	O
.	O
</s>
<s>
2018-11-29	O
:	O
The	O
AWS	B-Application
Marketplace	O
for	O
SageMaker	B-General_Concept
is	O
launched	O
.	O
</s>
<s>
The	O
AWS	B-Application
Marketplace	O
enables	O
3rd-party	O
developers	O
to	O
buy	O
and	O
sell	O
machine	O
learning	O
models	O
that	O
can	O
be	O
trained	O
and	O
deployed	O
in	O
SageMaker	B-General_Concept
.	O
</s>
<s>
2019-01-27	O
:	O
SageMaker	B-General_Concept
Neo	O
is	O
released	O
as	O
open-source	O
software	O
.	O
</s>
<s>
NASCAR	O
is	O
using	O
SageMaker	B-General_Concept
to	O
train	O
deep	O
neural	O
networks	O
on	O
70	O
years	O
of	O
video	O
data	O
.	O
</s>
<s>
Carsales.com	O
uses	O
SageMaker	B-General_Concept
to	O
train	O
and	O
deploy	O
machine	O
learning	O
models	O
to	O
analyze	O
and	O
approve	O
automotive	O
classified	O
ad	O
listings	O
.	O
</s>
<s>
Avis	O
Budget	O
Group	O
and	O
Slalom	O
Consulting	O
are	O
using	O
SageMaker	B-General_Concept
to	O
develop	O
"	O
a	O
practical	O
on-site	O
solution	O
that	O
could	O
address	O
the	O
over	O
-	O
and	O
under-utilization	O
of	O
cars	O
in	O
real-time	O
using	O
an	O
optimization	O
engine	O
built	O
in	O
Amazon	O
SageMaker.	O
"	O
</s>
<s>
Volkswagen	O
Group	O
uses	O
SageMaker	B-General_Concept
to	O
develop	O
and	O
deploy	O
machine	O
learning	O
in	O
its	O
manufacturing	O
plants	O
.	O
</s>
<s>
Peak	B-General_Concept
and	O
Footasylum	O
use	O
SageMaker	B-General_Concept
in	O
a	O
recommendation	O
engine	O
for	O
footwear	O
.	O
</s>
<s>
In	O
2019	O
,	O
CIOL	O
named	O
SageMaker	B-General_Concept
one	O
of	O
the	O
"	O
5	O
Best	O
Machine	O
Learning	O
Platforms	O
For	O
Developers	O
,	O
"	O
alongside	O
IBM	B-Application
Watson	I-Application
,	O
Microsoft	O
Azure	O
Machine	O
Learning	O
,	O
Apache	O
PredictionIO	O
,	O
and	O
ai-one	O
.	O
</s>
