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Making computers "read"...
Raúl Roa
...through
WhatsApp
Disclaimer
Who's this guy
Chief Technology Officer
WE MAKE COMPUTERS DO AMAZING THINGS...
PUT STUFF WHERE THEY BELONG
MAKE THEM UNDERSTAND
what's this talk about?
CATS... OF COURSE
SERIOUSLY...
IF WE TRIED TO, WE COULD ACTUALLY MAKE COMPUTERS READ
TODAY
BUT FIRST...
Let's address the elefant in the room
I HACKZ, I KNOWZ API'S
I KNOWZ BUZZ WORDS!
"
ARTIFICIAL INTELLIGENCE
"
"
MACHINE LEARNING
"
"
COMPUTER VISION
"
BUT WHY ARE THESE THINGS IN OUR FACE NOW?
3 DRIVING FORCES...
COMPUTING POWER
DATA AVAILABILITY
BETTER ALGORITHMS
SURE... BUT DO YOU KNOW HOW IT WORKS?
JUST ADD THE OCR... RIGHT?
OCR IS A PIPELINE, NOT SALT
CHALLENGES
DATA COLLECTION
DATA CURATION
DATA QUALITY
NO ONE SIZE FITS ALL
SPEED vs ACCURACY
THE PIPELINE
Tesseract's engine pipeline
NOT SO LONG AGO...
WE RELIED IN APROXIMATIONS
WHAT ABOUT HANDWRITTEN TEXT THEN?
BUT WAIT... THERE'S MORE
DEEP LEARNING IS HERE TO SAVE US ALL...
BUT... I'M HERE FOR WHATSAPP
Our pipeline
Our steps
Image pre-processing
Image classification
Ocr engine execution
Post-processing
Pre-processing
Classification
Segmentation
OCR Engine
Post-processing
Contextual spell checking
Word segmentation
Word classification
Dense vector storage for similarity checks
Output
LET'S SEE IT IN ACTION
HASTA LA VISTA BABY!
Making computers "read" through WhatsApp
By Raúl G. Roa Gómez
Made with Slides.com
Making computers "read" through WhatsApp
161
Raúl G. Roa Gómez
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Raúl G. Roa Gómez