Artificial intelligence : a guide for thinking humans

By:

Mitchell, Melanie

Publication details: Pelican Books 2020Description: xxvi,419pISBN:

9780241404836

Subject(s):

DDC classification:

006.3 MIT

Contents:

Contents PROLOGUE: TERRIFIED xi PART ONE: BACKGROUND CHAPTER 1 The Roots of Artificial Intelligence 3 CHAPTER 2 Neural Networks and the Ascent of Machine Learning 27 CHAPTER 3 Al Spring 37 PART TWO: LOOKING AND SEEING CHAPTER 4 Who, What, When, Where, Why 67 CHAPTER 5 ConvNets and lmageNet 89 CHAPTER 6 A Closer Look at Machines That Learn 109 CHAPTER 7 On Trustworthy and EthleaI Al 141 PART THREE: LEARNING TO PLAY CHAPTER 9 Game On 179 CHAPTER 10 Beyond Games 209 PART FOUR: ARTIFICIAL INTELLIGENCE MEETS NATURAL LANGUAGE CHAPTER 11 Words, and the Company They Keep 223 CHAPTER 12 Translation as Encoding and Decoding 253 CHAPTER 13 Ask Me Anything 277 PART FIVE: THE BARRIER OF MEANING CHAPTER 14 On Understanding 307 CHAPTER 15 Knowledge, Abstraction and Analogy in Artificial Intelligence 323 CHAPTER 16 Questions, Answers and Speculations 351 NOTES 373 ILLUSTRATION CREDITS 403 ACKNOWLEDGEMENTS 407 INDEX 409

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Holdings
Item type	Current library	Collection	Call number	Status	Date due	Barcode	Item holds
Book	CEPT Library	General	006.3 MIT	Available		023025

Total holds: 0

Contents
PROLOGUE: TERRIFIED xi
PART ONE: BACKGROUND
CHAPTER 1
The Roots of Artificial Intelligence 3
CHAPTER 2
Neural Networks and the Ascent of Machine Learning 27
CHAPTER 3
Al Spring 37
PART TWO: LOOKING AND SEEING
CHAPTER 4
Who, What, When, Where, Why 67
CHAPTER 5
ConvNets and lmageNet 89
CHAPTER 6
A Closer Look at Machines That Learn 109
CHAPTER 7
On Trustworthy and EthleaI Al 141
PART THREE: LEARNING TO PLAY
CHAPTER 9
Game On 179
CHAPTER 10
Beyond Games 209
PART FOUR: ARTIFICIAL INTELLIGENCE MEETS NATURAL LANGUAGE
CHAPTER 11
Words, and the Company They Keep 223
CHAPTER 12
Translation as Encoding and Decoding 253
CHAPTER 13
Ask Me Anything 277
PART FIVE: THE BARRIER OF MEANING
CHAPTER 14
On Understanding 307
CHAPTER 15
Knowledge, Abstraction and Analogy in Artificial Intelligence 323
CHAPTER 16
Questions, Answers and Speculations 351
NOTES 373
ILLUSTRATION CREDITS 403
ACKNOWLEDGEMENTS 407
INDEX 409

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