Ultimate algorithm: How machine learning and AI reshape the world PDF

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Content Introduction· · · · · ·

How far has the algorithm affected our lives?

Shopping site using algorithms to recommend products for you, review website using algorithms to help you choose restaurants, GPS system with algorithms to help you choose the best route, the company used algorithms to select candidates ...

What happens when the machine finally learns how to learn?

Unlike traditional algorithms, which now quietly dominate our lives are "machines that can learn", they perform tasks by learning our trivial data, and they can do what we want to do even before we ask for it.

What is the ultimate algorithm?

Machine learning five schools, each school has its own main algorithm, can help people solve specific problems. If the advantages of all these algorithms are integrated, it is possible to find an "ultimate algorithm", which can acquire all the knowledge of the past, present and future, which will also create a new human civilization.

Why do you have to understand the ultimate algorithm?

No matter what industry you are in, what you do, understanding the ultimate algorithm will bring you a new scientific world outlook, predict the future development of science and technology, layout of tomorrow, occupy the future!

Author profile ...

Pedro Dominguez (Pedro Domingos)

Professor of Computer science at the University of Washington, University of California, Irvine, PhD in Information and computer science, has more than 200 professional works and hundreds of papers in machine learning and data mining.

Jair, co-founder of the International Machine Learning Society, member of the editorial board of Machine Learning magazine, former deputy editor.

The American Society of Artificial Intelligence (AAAI Fellow, the highest honor of the international AI community), won the SIGKDD Innovation Award (the highest award in Data science), the Sloan Award (Sloan Fellowship), the National Science Foundation Achievement Award (NSF career Award), Fulbright Scholarship, IBM Academy Award, and several top paper awards.

Catalogue/Recommended Order
Order
Chapter I machine learning Revolution
Getting Started with learning algorithms
Why Business advocates machine learning
To boost the scientific method
1 billion Bill Clinton
Learning Algorithms and national security
Where we're headed
Chapter Two The ultimate algorithm
A demonstration from neuroscience
An argument from evolution
An argument from physics
A demonstration from statistics
A demonstration from computer science
Machine learning Algorithms and knowledge Engineers
The swan bit the robot.
The ultimate algorithm is the fox, or the Hedgehog
What kind of crisis are we facing?
The new All Things theory
The ultimate algorithm candidate for nonconformance
The five schools of machine learning
Chapter III Semiotic School: The inductive problem of Hume
About not about
"No free lunch in the world" theorem
Pre-set the knowledge pump
How to conquer the world
Between the ignorance and the illusion
The accuracy you can trust
Induction is the inverse deduction
Learn how to cure cancer
20 Ask the game
Symbolic School
Fourth Link school: How the Brain learns
The prosperity and decay of the perceptual device
Physicists use glass to make brains
The most important curve in the world
Climb the peaks of hyperspace
The Revenge of the Perceptron
A complete cell model.
Deeper in the brain.
Fifth Evolutionary School: a natural learning algorithm
Darwin's algorithm
Exploring: Using the dilemma
Program of survival of the fittest law
What's the use of sex?
Congenital and acquired
Whoever learns the fastest will win.
Sixth Chapter Bayesian School: In the Church of Bayeux
The theorem governing the world
All models are wrong, but some of them are useful.
From "Eugene Onegin" to Siri.
Everything's connected, but not directly related.
Reasoning problems
How to master the Bayesian school
Markov weigh-in evidence
Logic and probabilities: a pair of unfortunate combinations
The seventh chapter of the analogy school: like what is what
Perfect the other half
Dimension disaster
Air Snake disaster
Climb up the ladder
Get up.
Eighth Chapter taught
Birds of a feather, flock together
Discover the shape of the data
A robot that advocates hedonism
Practice makes perfect
Learn to associate
Nineth Chapter Unraveling the confusion
Miles to pick a
The city of the ultimate algorithm
Markov Logical Network
From Hume to your home robot.
Planetary Scale machine Learning
The doctor will see you soon.
The tenth chapter builds on the world of machine learning
Sex, lies and machine learning
Digital Mirrors
A society full of models
Share or not? What is the way and place?
The neural network robbed me of my job.
War does not belong to man.
Google + Ultimate algorithm = skynet?
The second part of evolution
PostScript
Thank
Extended Reading

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Ultimate algorithm: How machine learning and AI reshape the world PDF