<s>
NeuroSolutions	B-Algorithm
is	O
a	O
neural	B-Architecture
network	I-Architecture
development	O
environment	O
developed	O
by	O
NeuroDimension	O
.	O
</s>
<s>
It	O
combines	O
a	O
modular	B-Architecture
,	O
icon-based	O
(	O
component-based	B-Architecture
)	O
network	O
design	O
interface	O
with	O
an	O
implementation	O
of	O
advanced	O
learning	O
procedures	O
,	O
such	O
as	O
conjugate	O
gradients	O
,	O
Levenberg-Marquardt	O
and	O
backpropagation	O
through	O
time	O
.	O
</s>
<s>
The	O
software	O
is	O
used	O
to	O
design	O
,	O
train	O
and	O
deploy	O
neural	B-Architecture
network	I-Architecture
(	O
supervised	B-General_Concept
learning	I-General_Concept
and	O
unsupervised	B-General_Concept
learning	I-General_Concept
)	O
models	O
to	O
perform	O
a	O
wide	O
variety	O
of	O
tasks	O
such	O
as	O
data	B-Application
mining	I-Application
,	O
classification	B-General_Concept
,	O
function	O
approximation	O
,	O
multivariate	O
regression	O
and	O
time-series	O
prediction	O
.	O
</s>
<s>
NeuroSolutions	B-Algorithm
provides	O
three	O
separate	O
wizards	O
for	O
automatically	O
building	O
neural	B-Architecture
network	I-Architecture
models	I-Architecture
:	O
</s>
<s>
The	O
Data	O
Manager	O
module	B-Architecture
allows	O
the	O
user	O
to	O
import	O
data	O
from	O
Microsoft	B-Application
Access	I-Application
,	O
Microsoft	B-Application
Excel	I-Application
or	O
text	O
files	O
and	O
perform	O
various	O
preprocessing	B-General_Concept
and	O
data	B-General_Concept
analysis	I-General_Concept
operations	O
.	O
</s>
<s>
From	O
the	O
Data	O
Manager	O
,	O
the	O
user	O
can	O
load	O
the	O
data	O
directly	O
into	O
a	O
NeuroSolutions	B-Algorithm
breadboard	O
or	O
use	O
the	O
data	O
to	O
create	O
a	O
new	O
neural	B-Architecture
network	I-Architecture
.	O
</s>
<s>
The	O
NeuralBuilder	O
centers	O
the	O
design	O
specifications	O
on	O
the	O
specific	O
neural	B-Architecture
network	I-Architecture
architecture	O
the	O
user	O
wishes	O
to	O
build	O
.	O
</s>
<s>
Once	O
the	O
neural	B-Architecture
network	I-Architecture
architecture	O
is	O
selected	O
,	O
the	O
user	O
can	O
customize	O
parameters	O
such	O
as	O
the	O
number	O
of	O
hidden	O
layers	O
,	O
the	O
number	O
of	O
processing	O
elements	O
and	O
the	O
learning	O
algorithm	O
.	O
</s>
<s>
If	O
the	O
user	O
is	O
unsure	O
what	O
the	O
parameters	O
should	O
be	O
set	O
to	O
,	O
a	O
genetic	B-Algorithm
algorithm	I-Algorithm
can	O
be	O
used	O
to	O
optimize	O
the	O
settings	O
.	O
</s>
<s>
The	O
NeuralExpert	O
centers	O
the	O
design	O
specifications	O
around	O
the	O
type	O
of	O
problem	O
the	O
user	O
would	O
like	O
the	O
neural	B-Architecture
network	I-Architecture
to	O
solve	O
(	O
Classification	B-General_Concept
,	O
Prediction	O
,	O
Function	O
approximation	O
or	O
Clustering	B-Algorithm
)	O
.	O
</s>
<s>
Given	O
this	O
problem	O
type	O
and	O
the	O
size	O
of	O
the	O
user	O
's	O
data	O
set	O
,	O
the	O
NeuralExpert	O
intelligently	O
selects	O
the	O
neural	B-Architecture
network	I-Architecture
size	O
and	O
architecture	O
that	O
will	O
likely	O
produce	O
a	O
good	O
solution	O
.	O
</s>
<s>
NeuroSolutions	B-Algorithm
is	O
based	O
on	O
the	O
concept	O
that	O
neural	B-Architecture
networks	I-Architecture
can	O
be	O
broken	O
down	O
into	O
a	O
fundamental	O
set	O
of	O
neural	O
components	O
.	O
</s>
<s>
NeuroSolutions	B-Algorithm
will	O
also	O
allow	O
you	O
to	O
integrate	O
your	O
own	O
algorithms	O
through	O
dynamic	O
link	O
libraries	O
(	O
DLL	O
)	O
.	O
</s>
<s>
Every	O
NeuroSolutions	B-Algorithm
component	O
implements	O
a	O
function	O
conforming	O
to	O
a	O
simple	O
protocol	O
in	O
C	B-Language
.	O
To	O
add	O
a	O
new	O
component	O
you	O
simply	O
modify	O
the	O
template	O
function	O
for	O
the	O
base	O
component	O
and	O
compile	O
the	O
code	O
into	O
a	O
DLL	O
.	O
</s>
<s>
NeuroDimension	O
,	O
Inc	O
.	O
provides	O
three	O
ways	O
for	O
NeuroSolutions	B-Algorithm
to	O
deploy	O
a	O
custom	O
neural	B-Architecture
network	I-Architecture
solution	O
to	O
your	O
application	O
:	O
</s>
<s>
NeuroSolutions	B-Algorithm
can	O
automatically	O
generate	O
C++	B-Language
source	O
code	O
for	O
a	O
neural	B-Architecture
network	I-Architecture
designed	O
within	O
its	O
graphical	O
user	O
interface	O
.	O
</s>
<s>
This	O
provides	O
the	O
flexibility	O
to	O
customize	O
the	O
neural	B-Architecture
network	I-Architecture
code	O
for	O
the	O
particular	O
application	O
.	O
</s>
<s>
Since	O
the	O
generated	O
code	O
is	O
ANSI-compliant	O
,	O
the	O
user	O
can	O
deploy	O
the	O
neural	B-Architecture
network	I-Architecture
solution	O
to	O
other	O
platforms	O
such	O
as	O
UNIX	B-Application
.	O
</s>
<s>
The	O
Custom	O
Solution	O
Wizard	O
is	O
an	O
optional	O
add-on	O
product	O
that	O
will	O
take	O
a	O
neural	B-Architecture
network	I-Architecture
designed	O
within	O
NeuroSolutions	B-Algorithm
and	O
encapsulate	O
it	O
into	O
a	O
dynamic	O
link	O
library	O
(	O
DLL	O
)	O
that	O
conforms	O
to	O
a	O
simple	O
protocol	O
.	O
</s>
<s>
The	O
DLL	O
can	O
then	O
be	O
embedded	O
into	O
the	O
users	O
own	O
C++	B-Language
,	O
Visual	B-Language
Basic	I-Language
,	O
Microsoft	B-Application
Excel	I-Application
,	O
Microsoft	B-Application
Access	I-Application
or	O
Internet	O
(	O
ASP	B-General_Concept
)	O
application	O
.	O
</s>
<s>
This	O
technology	O
provides	O
the	O
ability	O
to	O
programmatically	O
control	O
NeuroSolutions	B-Algorithm
from	O
any	O
external	O
application	O
that	O
supports	O
Automation	B-Application
,	O
such	O
as	O
Microsoft	B-Application
Excel	I-Application
,	O
Microsoft	B-Application
Access	I-Application
,	O
and	O
applications	O
developed	O
with	O
Visual	B-Language
Basic	I-Language
or	O
Visual	B-Application
C++	I-Application
.	O
</s>
<s>
In	O
the	O
simplest	O
case	O
,	O
the	O
application	O
developer	O
could	O
send	O
NeuroSolutions	B-Algorithm
the	O
data	O
to	O
process	O
,	O
tell	O
it	O
to	O
begin	O
processing	O
,	O
and	O
then	O
retrieve	O
the	O
results	O
back	O
into	O
the	O
application	O
.	O
</s>
<s>
Because	O
of	O
its	O
extensive	O
protocol	O
,	O
NeuroSolutions	B-Algorithm
could	O
be	O
instructed	O
to	O
do	O
much	O
more	O
complex	O
tasks	O
.	O
</s>
