PredictiveAnalytics_ThePowertoPredictWho.epub - (EPUB全文下载)

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书籍内容：

Contents
Foreword 
Preface 
Introduction
Chapter 1: Liftoff! Prediction Takes Action (deployment)
Going Live
A Faulty Oracle Everyone Loves
Predictive Protection
A Silent Revolution Worth a Million
The Perils of Personalization
Deployment’s Detours and Delays
In Flight
Elementary, My Dear: The Power of Observation
To Act Is to Decide
A Perilous Launch
Houston, We Have a Problem
The Little Model That Could
Houston, We Have Liftoff
A Passionate Scientist
Launching Prediction into Inner Space
Chapter 2: With Power Comes Responsibility (ethics)
The Prediction of Target and the Target of Prediction
A Pregnant Pause
My 15 Minutes
Thrust into the Limelight
You Can’t Imprison Something That Can Teleport
Law and Order: Policies, Politics, and Policing
The Battle over Data
Data Mining Does Not Drill Down
HP Learns about Itself
Insight or Intrusion?
Flight Risk: I Quit!
Insights: The Factors behind Quitting
Delivering Dynamite
Don’t Quit While You’re Ahead
Predicting Crime to Stop It Before It Happens
The Data of Crime and the Crime of Data
Machine Risk without Measure
The Cyclicity of Prejudice
Good Prediction, Bad Prediction
The Source of Power
Chapter 3: The Data Effect (data)
The Data of Feelings and the Feelings of Data
Predicting the Mood of Blog Posts
The Anxiety Index
Visualizing a Moody World
Put Your Money Where Your Mouth Is
Inspiration and Perspiration
Sifting Through the Data Dump
The Instrumentation of Everything We Do
Batten Down the Hatches: T.M.I.
The Big Bad Wolf
The End of the Rainbow
Prediction Juice
Far Out, Bizarre, and Surprising Insights
Correlation Does Not Imply Causation
The Cause and Effect of Emotions
A Picture Is Worth a Thousand Diamonds
Validating Feelings and Feeling Validated
Serendipity and Innovation
Investment Advice from the Blogosphere
Money Makes the World Go ‘Round
Putting It All Together
Chapter 4: The Machine That Learns (modeling)
Boy Meets Bank
Bank Faces Risk
Prediction Battles Risk
Risky Business
The Learning Machine
Building the Learning Machine
Learning from Bad Experiences
How Machine Learning Works
Decision Trees Grow on You
Computer, Program Thyself
Learn Baby Learn
Bigger Is Better
Overlearning: Assuming Too Much
The Conundrum of Induction
The Art and Science of Machine Learning
Feeling Validated: Test Data
Carving Out a Work of Art
Putting Decision Trees to Work for Chase
Money Grows on Trees
The Recession—Why Microscopes Can’t Detect Asteroid Collisions
After Math
Chapter 5: The Ensemble Effect (ensembles)
Casual ............

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