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neuroscience +
machine intelligence
@thefreemanlab |
NYAI
about me:
neuroscientist
open source + open science
@thefreemanlab
janelia.org
star fleet academy
there’s a lot we
don’t know
(2016)
loudon county
public library
hubel and
wiesel
(1959)
V1
V3d
V2d
V3v
V2v
TH
TF
CITv
AITv
PITv
PITd
M
T
CITd
AITd
STPa
FST
STPp
M
STl
MSTd
V4d
V4t
V3A 7aDP
LIP
PIP
VIP
PO
MDP
MIP
Somato-
sensory
Orbito-
frontal
Lateral
prefrontal
Auditory
Olfactory
Motor
46
36
FEF
Dorsal prefrontal
Medial prefrontal
Cingulate
V4v
VOT
ER
ER
HC
LGN
Retina
SC
M
L
I
1 cm
Pulvinar
rosenblatt
PERCEPTRON
(1957)
(1980)fukushima
NEOCOGNITRON
(1985)lecun
HIERARCHICAL LEARNING MACHINE
(1986)rumelhart et al.
BACK PROPAGATION
but humans are
way better than
neural nets, right??
(2007)
V1
V3d
V2d
V3v
V2v
TH
TF
CITv
AITv
PITv
PITd
M
T
CITd
AITd
STPa
FST
STPp
M
STl
MSTd
V4d
V4t
V3A 7aDP
LIP
PIP
VIP
PO
MDP
MIP
Somato-
sensory
Orbito-
frontal
Lateral
prefrontal
Auditory
Olfactory
Motor
46
36
FEF
Dorsal prefrontal
Medial prefrontal
Cingulate
V4v
VOT
ER
ER
HC
LGN
Retina
SC
M
L
I
1 cm
Pulvinar
V1
V3d
V2d
V3v
V2v
TH
TF
CITv
AITv
PITv
PITd
M
T
CITd
AITd
STPa
FST
STPp
M
STl
MSTd
V4d
V4t
V3A 7aDP
LIP
PIP
VIP
PO
MDP
MIP
Somato-
sensory
Orbito-
frontal
Lateral
prefrontal
Auditory
Olfactory
Motor
46
36
FEF
Dorsal prefrontal
Medial prefrontal
Cingulate
V4v
VOT
ER
ER
HC
LGN
Retina
SC
M
L
I
1 cm
Pulvinar
?
?
?
?
corey ziemba
david heeger
eero simoncelli
tony movshon
@nyu
ProportionofcellsProportionofcells
V1
n = 102
V2
n = 103
Modulation index
−0.5 0 0.5
0
0.4
−0.5 0 0.5
0
0.4
while we were
in the lab…
(2012)
science
/
engineering
(2015)
(2015)
matthias bethge
leon gatys
(2000)
javiar portilla
eero simoncelli
(2011)
open source has
enabled and
democratized
machine intelligence
… and science
needs to catch up!
what’s next?
(2016-?)
@sofroniewn
two photon
mesoscope
nicholas sofroniew
dan flicking
karel svoboda
tactile
virtual
reality
nicholas
sofroniew
crowdsourcing
human
intelligence
HEXAWORLD!
labyrinth / cool
deep mind papers
labyrinth / cool
deep mind papers
science
/
engineering
science
+
engineering
thanks!

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