Agenda

What      Deep  Learning  ?

Where    Deep Learning Using ?

Who/When        Made Deep Learning ?

Why        Deep Learning Is the Best in Machine Learning

HowTo    Use   /  Tools  / API

HowTo    Learning  / Test

What Deep  Learning  ?

What Deep  Learning  ?      ใหญ่สุด

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

Come From Human Brain

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

What Deep  Learning  ?      

Agenda

What      Deep  Learning  ?

Where    Deep Learning Using ?

Who/When    Made Deep Learning ?

Why                 Deep Learning Is the Best in Machine Learning

HowTo            Use   /  Tools  / API

HowTo            Learning  / Test

Where    Deep Learning Using ?

Where    Deep Learning Using ?

DEMO

Agenda

What      Deep  Learning  ?

Where    Deep Learning Using ?

Who/When        Made Deep Learning ?

Why        Deep Learning Is the Best in Machine Learning

HowTo    Use   /  Tools  / API

HowTo    Learning  / Test

Who/When        Made Deep Learning ?

Text

 Trenchard More, John McCarthy, Marvin Minsky, Oliver Selfridge, and Ray Solomonoff

Who/When        Made Deep Learning ?

Who/When        Made Deep Learning ?

2006   Deep Learning Reborn

Geoff Hinton   Start with  Yoshus Bengio , Yann Lecun 

1943-1975

Warren McCulloch and Walter Pitts     threshold Logic

Frank Rosenblatt   perceptron

Paul Werbos       Backpropagation

 Marvin Minsky and Seymour Papert    Start AI Winter

Who/When        Made Deep Learning ?

Who/When        Made Deep Learning ?

Agenda

What      Deep  Learning  ?

Where    Deep Learning Using ?

Who/When        Made Deep Learning ?

Why        Deep Learning Is the Best in Machine Learning

HowTo    Use   /  Tools  / API

HowTo    Learning  / Test

Why        Deep Learning Is the Best in Machine Learning

Why        Deep Learning Is the Best in Machine Learning

Why        Deep Learning Is the Best in Machine Learning

Why        Deep Learning Is the Best in Machine Learning

Why        Deep Learning Is the Best in Machine Learning

Why        Deep Learning Is the Best in Machine Learning

Agenda

What      Deep  Learning  ?

Where    Deep Learning Using ?

Who/When        Made Deep Learning ?

Why        Deep Learning Is the Best in Machine Learning

HowTo    Use   /  Tools  / API

                 Learning  / Test

HowTo    Use   /  Tools  / API  /  Learning  / Test

HowTo    Use   /  Tools  / API  /  Learning  / Test

HowTo    Use   /  Tools  / API  /  Learning 

CS 188 Artificial Intelligence UC Berkeley  2015-2016

By  Pieter Abbeel

HowTo    Use   /  Tools  / API  /  Learning 

Artificial Inteliigence  MIT 2010

By Jan Rudolf

HowTo    Use   /  Tools  / API  /  Learning 

Machine learning coursera

By  Andrew NG

HowTo    Use   /  Tools  / API  /  Learning 

Neural Networks for Machine Learning

By  — Geoffrey Hinton

HowTo    Use   /  Tools  / API  /  Learning 

Deep Learning  Summer Montreal 2015-2016

By  ก็มี   Yoshua Bengio  / Jeffrey Dean  / Hugo Larochelle

HowTo    Use   /  Tools  / API  /  Learning 

Deep Learning  For GraphicVision

By  Fei Fei Li  . Andrej Krapersky , Justin Johnson  cs231n

HowTo    Use   /  Tools  / API  /  Learning 

Deep Learning For NLP 2016

By  Richard Socher     cs 422d   Standford U.

HowTo    Use   /  Tools  / API  /  Learning 

Deep Learing a Oxford  

By  Nando de Freitas