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From YouTube: NuPIC Development Progress Review - Aug 21, 2015
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A
Hello
new
pic:
this
is
the
new
pic
development
progress
of
you
for
august,
twenty-first
I
am
Matt,
Taylor
got
our
office
full
of
new
pic
engineers
and
David.
Gray
is
also
on
the
line
thanks
for
joining
us
if
you're
watching
otherwise,
let's,
let's
just
jump
right
in
and
talk
about
what
got
done
over
the
past
couple
weeks.
So
a
couple
major
things
that
I
want
to
announce
one
is
that
all
of
the
new
pic
and
associated
code
bases
on
github
are
now
a
GPL.
A
Is
the
affair
Oh
general
public
license
from
Gao
instead
of
just
regular
GPL?
We
announced
the
intention
of
doing
this
on
our
mailing
list
asking
for
feedback
weeks
ago.
Nobody
was
concerned
at
all.
Nobody
raised
a
flag,
so
we
have
gone
ahead
and
done
that
for
every
repo
that
used
to
be
a
GPL,
that
is
now
a
GPL
I'm
going
to
be
bugging.
Some
of
you
guys
who
have
projects
that
are
dependent
on
new
pic
to
also
update
your
license
from
GPL
to
a
GPL.
A
A
We
have
moved
all
of
the
swig
c++
binding
code
that
binds
this
the
new
course
c
code
to
python.
We
have
moved
that
out
of
new
pic
and
into
new
pic,
or
this
means
that
a
new
pic
is
now
entirely
a
python
project
woo.
So
that
simplifies
some
things
for
us,
even
though
new
pic
or
is
a
see
project
with
python
bindings.
So
let's
explain
a
little
bit
of
with
that
real
quick.
A
So
if
you
go
to
this
is
a
pie
pie.
This
is
where,
if
you
pip
install
new
pic,
this
is
what
you
have
access
to
you,
the
the
new
pic
file
here,
the
binary
file
you
get
now
works
for
any
platform
which
is
nice
because
it
it
simplifies
things
a
little
bit
the
the
reason
you
would
need
a
platform
dependent
binary
distribution
is
for
C
compilation.
However,
there
is
a
new
new
pic
bindings
packaged
up
on
pi
PI.
So
this
is
the
C
bindings
from
new
pic
or
C
to
python
bindings.
A
This
is
all
sort
of
in
the
weeds
under
the
cover
stuff
that
most
people
are
not
going
to
need
to
deal
with,
but
for
those
of
you
developing
I'm
helping
us
with
this
stuff,
it
might
be
important.
So
this
now
actually
has
the
sea
extension
code,
the
platform-specific
of
binary
files.
These
wheels
I
see
here
one
couple
for
mac
OS
x,
one
for
linux.
These
are
eggs
and
then
we
also
have
the
platform
specific
linux
wheel
upon
s3.
A
And
if
you
look
at
our
read
me
currently,
it's
also
been
updated.
I
need
to
update
this
this
one,
because
you
know
you
actually
don't
need
to
run
a
pip
install
new
pic
from
that
s,
3
location
anymore.
You
can
just
do
pip
install
new
pic
here,
but
the
bindings
file
is.
You
still
have
to
point
that
to
s3
to
get
to
this
platform
specific
Linux
wheel,
so
there's
still
a
little
bit
of
documentation
to
get
updated
for
this.
A
A
A
A
I
believe
I
think
it's
just
him
brainstorming
about
what
needs
to
be
done
so
he's
documenting
what
his
plan
is
with
the
help
and
feedback
from
scot
and
austin,
and
this
is
going
to
be
broken
up
into
a
bunch
of
subtasks,
and
then
this
will
be
the
big
super
issue
associated
with
it
and
we'll
move
forward
and
try
to
keep
this
as
organized
as
we
can,
with
the
intention
of
eventually
having
new
pic
or
be
able
to
build
windows
binary
be
awesome,
so
that
is
currently
happening.
I
think
Richard
is
on
a
call
Richard.
A
The
another
major
initiative
unless
Scott
has
something
to
say
about
windows.
Stuff
I,
don't
know,
do
you
know,
okay,
another
major
initiative.
We
still
have
ongoing
as
a
serialization
stuff,
so
I
did
I
did
want
to
get
I
mean
we're
still
checking
things
off
I'm
keeping
this
up
to
date.
I
found
another
one
that
I
could
I
checked
off,
but.
A
To
do
here
and
I
I
believe
that
David
ragazzi
closed
a
handful
of
his
pull
request,
sir.
He
was
working
on
some
of
these
pi
kappa,
pi,
kappa
p
stuff,
so
so
this
still
needs
work
on
on
my
count,
there
are
now
84
cap
and
p
files
in
new
pic,
and
I
have
no
idea
how
many
more
there
there
might
be
before
this
is
all
over.
A
B
Really
really
close
at
one
problem:
that's
pulling
us
back
and
that's
getting.
Who
can
pass
the
objects
from
Python
2,
c-bus
plastic
going
the
other
way.
It's
a
little
bit
more
complicated
and
I
got
the
author
FICA
MTV
instructions
on
how
to
do.
That
is
my
first
attempt
fails
and
so
I'm
trying
to
come
up
with
a
test
case.
I
can
share
with
him,
but
that's
a
little
hard
when
vector,
supposedly
the
core
and
a
pic
so
I've
kind
of
will
not
been
contributing
more
to
give
me
the
full
bill
before.
C
A
A
Next
thing
is
a
PR
review,
so
let's
look
at
open
pr's,
so
we
have
a
lot
less
PRS
than
we've
had
in
a
really
long
time,
and
this
may
look
good,
but
it's
it's
really
just
because
David
Ray
closed
all
of
his
open
PRS.
So
the
the
rest
of
these
seven
here
that
are
all
mark
is
overdue.
Those
are
marks
and
every
one
of
them
is
something
that
he
is
continuing
to
work
on.
A
So
none
of
them
are
actually
ready
for
code
review
we've
either,
given
them
feedback
or
he
or
he's
in
the
process
of
doing
something
or
it's
blocked.
So
as
time
goes
on,
these
will
automatically
get
closed
by
the
tooling
server,
though
letting
you
do
that
we
still
have
some
work
from
Richard
about
these
swig
bindings.
A
A
A
Yes,
okay,
easy
great
Richard
still
has
open
PR
for
reporting
temporal
memory.
Integration
tests
is
this:
is
this
PR
Austin
still
something
that
should
be
open?
No
okay,.
A
Easy
all
right,
no
I
noticed
this
one
from
Mario
and
is
still
being
a
code
reviewed
and
a
couple
of
their
more
recent
pull
requests
that
are
ongoing
and
then
the
low
example,
one
from
Austin,
which
is
not
going
to
get
merged
most
likely
will
as
just
for
explanation
privileges,
so
I
mean
we're
in
pretty
good
shape,
with
open
pull,
requests
right
now
and
then
our
our
roadmap
needs
some
cleanup
I'm
going
to
try
and
spend
some
time
feeding
this
up
a
little
bit,
because
it's
not
really
actually
playing
things
properly.
A
A
B
A
A
C
Are
you
hinting
towards
something
specific,
maybe
I,
don't
know
I'd
nav
mountain,
remember
what
it
is
that
might
be
talking
about.
Well,.
A
C
I
sure
did
kocham.
C
Right
so
yeah
we
added
we
added
the
hot
gym.
Well,
that
was
recently,
but
before
that
we
added
the
Fox
eats
demo
arm
and
it
has
a
it.
Has
a
guilt
go
eat
at
styled
in
the
cortical
dial
website
kind
of
way,
it's
kind
of
nice
and
it's
kind
of
interesting,
duplicating
that
in
javafx
I'm,
not
what
you're
talking
I'm
gonna.
A
A
C
Yeah
this
is
the
Fox
each
one.
So
this
this
is
a
port
of
the
work
that
supa
ties
done
during
the
I
think
it
was
fall
of
14
where's,
the
13-14
hackathon
calm,
and
it
it's
pretty
cool.
It
allows
you
to
to
basically
match
to
insert
key
phrase
is
key
by
certain
animals
in
you
know
you
put
those
into
the
the
HTM
and,
and
it
uses
cortical
diyos
api
in
order
to
basically
come
up
with
a
statistical
similarity
between
the
what
they
call
fingerprints
which
are
SDRs
between
certain
animals.
C
So
if
you
don't
know
anything
about
cortical
iOS
sdrs,
they
basically
have
sitting
there.
It's
a
16,000,
semantically,
significant
SDR
that
has
that
we're
in
each
play.
Each
placement
in
in
the
SDR
is
semantically
significant
in
and
represents
some
kind
of
trait.
So
so
they
have
a
specific
one
for
each
kind
of
entity,
and
so
you
know,
if
you
put
in
a
foxy
poor
horse
or
something
like
that,
then.
C
C
So
when
you
put
this
other
thing
in
when
we
put
this
animal
fox
in
that,
it's
never
seen
before
what
you
get
out
is
something
that
is
semantically
similar
to
it,
such
that
when
you
decode
the
SDR
they'll
come
up
with
the
food
that
is
the
closest
match
to
the
to
what
some
similar
animal
would
be.
So
it's
a
proof
of
concept
for
both
their
cortical
zero
API
in
the
and
the
HTM
L.
C
B
C
Is
pretty
elaborate,
it
shows
the
tweets
in
the
tweets
after
their
scrub
and
then
arm
and
shows
it
basically
plots
an
anomaly
score
between
tweets
as
they're
being
entered
in
and
the
last
tweet
in
or
the
last
group
of
20
tweets
such
that.
If
the
conversation
follows
a
certain
trend,
then
the
similarity
API
of
the
quota
Kaleo
will
be
able
to
give
you
similar
SDRs,
and
then
we
use
the
HTM
to
predict
the
next
one
and
of
court
and
equate
or
to
produce
an
anomaly
score
for
the
next
SDR.
C
So
when
you
get
in
when
you
get
out
the
next
SDR
and
the
conversation
is
shifted,
your
anomaly
score
will
go
up
and
it
splat
it
from
0
to
1.
So
there's
not
much
explanation
on
the
demo
site
for
what
the
actual
numbers
mean
so
I
mean
so
I
guess
I'm
telling
you
now.
This
is
0.
0
means
absolute
similarity
and
one
means
you
know.
C
You
know
it's
a
total
anomaly,
so
you'll
get
a
score
between
0
and
1
and
and
then,
if
you
hit
the
show
activity
button
in
the
dialog,
it
will
show
you
all
of
the
similar
tweets
that
produce
that
score.
So
that's
something
that
you
know.
Matt
did
a
really
nice
demonstration
of
the
whole
thing
and
he
didn't
really
get
to
cover
because
you
know
they're.
There
was
no
real
explanation
for
what
admit.
C
So
it's
a
pretty
cool
demo
and
in
an
end
it
also
shows
how
you
can
use
the
Java
version
of
the
cortical
0
API,
which
is
really
nice,
and
it
shows
obviously
how
to
use
the
network,
a
PhD,
MD
Java.
So
a
lot
of
people
who
are
wondering
how
do
I
integrate
cortical
do
into
my
applications.
You
know
you
can
use
you
can
use
that
example.
As
you
know,
a
means
to
see
you
know
exactly
how
to
to
do
that.
C
Inclusion
in
your
code,
so
the
hot
gym
one
is
it
just
basically
uses
it's
not
quite
like
the
hot
gym
I
mean
it
doesn't
have
swarming
and
it
doesn't
do
the
parameter
approximation
and
everything
that
swarming
does
that
you
know
the
OPF
quit
it
does
use
the
hot
gym
data
and-
and
it
will
show
you
know,
it'll
output,
anomaly
scores,
for
you
know:
consumption
in
temperature.
Just
like
dodjem
example
does
so
you
know
HTM
Java,
never
really
had
examples
or
demos
or
anything.
So
it's
nice
to
have
those
you
know
in
the
repository.
C
So
what
Matt
also
started
talking
about
was
we
had
a
couple
of
users?
I
just
got
one
yesterday
complained
because
you
know
the
whole
repo
included
the
demos
and
and
because
I
had
proprietary
information
in
there
too.
I
had
jars
which
are
included
in
there.
I
didn't
it's
not
part
of
the
build,
so
I
have
and
they're,
not
on
any
maven
repository,
which
figure
out
some
trick
to
get
it
to
build
in
in
project
repository,
so
that
bookid
merck
could
use
that.
A
C
Have
a
no
HDMI
included
in
their
project,
but
thanks
to
Java
8,
you
know
it's
kind
of
new
and
so
there's
some
issues
may
enhance
with
including
this
Oh.
C
C
It
was
the
version
from
last
August
and
since
then
there
are
a
number
of
improvements
that
the
new
mental
engineers
have
made
on
on
the
temporal
memory
and
I
wanted
to
include
those
so
I
went
toward
actually,
including
those
I
mean
actually
porting
that
code
and
it
turned
out
to
be
harder
to
do
than
just
rewriting
the
whole
thing.
So
I
rewrote
the
whole
ship
temporal
memory
and
I
rewrote
or
wrote
the
monitor,
mixing
frameworks
at
support
of
shaytans
really
great
work.
C
It
means
it's
a
tremendous
framework,
and
so
so
now
there's
a
java
version
to
change.
You
know,
so
you
get
to
see
your
handiwork
or
the
other
language,
and
so
that's
done
so.
I
just
finished
that
as
a
matter
of
fact-
and
I
just
finished
all
16
integration
tests
about
five
minutes
ago,
so
so
we'll
going
to
merge
in
the
new
temporal
memory
code,
that'll
be
in
the
old
0.5
point:
6
release
we're
at
0.55
that'll,
be
in
the
zero
point.