intelligence artificial · superficie parabólica guía de ondas superficie parabólica eje...
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AR
TIFI
CIA
L IN
TELL
IGE
NC
E
DEEP LEA
RN
ING
ARE GREAT!
“AI IS THE NEW ELECTRICITY” - Andrew Ng
BINARY CAT CLASIFICATION
1 / 0 CAT
X
1 / 0 NON-CAT
X
?X
PERCEPTRON
NEURONAL NETWORKS
MATHEMATICS, LINEAL ALGEBRA, STATISTICS && GRAPHS
VectorizationThe art to get rid of the for loops in the code
SIMDSingle InstructionMultiple Data
It is a technique used to achieve
parallelism at the data level.
BROADCASTINGExample 1
Example 2
NEURONAL NETWORK REPRESENTATION
Vectorizationexample
BROADCASTING
Per
form
ance
Big neuronal network
Medium neuronal network
Small neuronal network
Traditional learning algorithms (SVM, logistic regression)
GRADIENT DESCENT
J(W,b)
f’(x) = 0
BINARY CAT CLASIFICATION
1 / 0 CAT
X
1 / 0 NON-CAT
X
?X
COMPUTER VISION
“Unroll”
“Reshape”
VECTORIZATION
CONVOLUTIONAL NEURONAL NETWORKS
COMPUTER VISION
RESOURCE: Science - Daniel Clery
INTERNET INDUSTRIAL REVOLUTION
THINGS INDUSTRIAL REVOLUTION
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