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a @wholebrain production by @pkrasam
.COGNITIVE FOREPLAY.{ ML }
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a @wholebrain production by @pkrasam
I WONDER SOMETIMES
WWW | ML
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a @wholebrain production by @pkrasam
LET’S UNDERSTAND HOW
MACHINES & ALGORITHMS ARE CHANGING THE WORLD.
▸ Gray matter in a new born …streams consciousness; perceives world; interacts;
▸ Until now, no machine has a learning capacity of a human brain.
▸ Our creation of smart machines …may challenge our human brain.
▸ Humans need food, entertainment, sleep & a much longer list of stuff.
▸ Machines need compute resources, data & algorithm.
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a @wholebrain production by @pkrasam
EXPLORE W/ ME
A NEW WORLD OF MACHINE LEARNING & ALGORITHMS.
▸ How machines will learn w/o instructions.
▸ Why seeing patterns might not be a good thing.
▸ How Tetris winning algorithm could improve our daily lives.
▸ Learn Korean in 8 minutes.
▸ Discover the AI (secret) language.
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a @wholebrain production by @pkrasam
MACHINE LEARNING CAN
SOLVE PROBLEMS (DATA) & EXPLAIN IT (ALGORITHM).
▸ Recipe = cook @ medium heat for 15-20 min == Frustration!
▸ Algorithm = sequence of precise instructions == Consistent Result!
▸ Standard algorithm vs. Machine Learning algorithm
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Standard algorithm
▸ e.g. schedule flights; route package; directions;
ML algorithm
▸ e.g. riding a bike; deciphering handwriting; medical diagnosis; filtering email spam; best chess move;
a @wholebrain production by @pkrasam
LIKE MANY OF US
MACHINES CAN HALLUCINATE TOO.
▸ Hallucinate : to see something that isn’t really there!
▸ Bible Code : claimed hidden predictions in the Bible.
▸ ML Hallucination …Overfitting happens when an algorithm is so powerful that it can “learn” anything.
▸ Control algorithm = power bounded by limit complexity.
▸ Split your Data into training set (learn) + holdout set (test).
▸ New Job …Cowboy for cows; ML expert for algorithm.
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a @wholebrain production by @pkrasam
WE CAN TEACH
MACHINES & ALGORITHMS TO BE LOGICAL.▸ ~Medical world, ML world has their own perspectives & preferred algorithms.
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▸ Symbolists.
▸ Senses are unreliable.
▸ Logical methods.
▸ Inverse deduction.
▸ Branches of data.
▸ Game of 20 Qs.
▸ No overfitting.
▸ Medical diagnosis / Supreme Count rulings.
Deductive reasoning Decision trees
a @wholebrain production by @pkrasam
+ TRAIN HOW TO
HANDLE UNCERTAIN AND CONTRADICTORY DATA.
▸ Bayesianism.
▸ Bayesians.
▸ Bayesian inference.
▸ Cause & Effect.
▸ Voice Recognition.
▸ “Call the police!” | “Call the please!”
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a @wholebrain production by @pkrasam
UNSUPERVISED LEARNING ALGORITHM
FINDS STRUCTURE & MEANING IN RAW DATA.
▸ Unsupervised learning
▸ Clustering algorithm.
▸ Image recognition.
▸ Voice Isolation.
▸ Neural network.
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a @wholebrain production by @pkrasam
LIKE HUMANS THERE IS
NO 1 PERFECT MACHINE OR ALGORITHM.
▸ Business Success = Best Algorithm + Best Data.
▸ Data is the ‘new oil’.
▸ Amazon Go.
▸ User Data trail = $1200 p yr.
▸ Data unions | Data banks.
▸ #SheStarts : Brontech.
▸ Organ donor to Data donor.
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a @wholebrain production by @pkrasam
CAN YOU
DIGITAL MODEL ME.
▸ Jarvis.Me
▸ Recommender.
▸ File tax returns.
▸ Pay credit card.
▸ Plan vacations.
▸ Blind date.
▸ Power steering.
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a @wholebrain production by @pkrasam
SECRET INTERNAL LANGUAGE
ZERO SHOT.
▸ Google Neural Machine Translation (GNMT) System.
▸ English to Korean.
▸ Korean to English.
▸ English to Japanese.
▸ Japanese to English.
▸ Japanese to Korean.
▸ Korean to Japanese.
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a @wholebrain production by @pkrasam
VISUALISE THIS
TRANSLATION SYSTEM’S MEMORY.
▸ Orange = English
▸ Blue = Korean
▸ Red = Japanese
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a @wholebrain production by @pkrasam
OUR
FUTURE IS PROMISING.
▸ Machine Learning Specialist.
▸ Machines interviewing Us.
▸ Us = Digital Model + Machine.
▸ New.Startup = ++ AI
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