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John Paul Mueller
Machine Learning For Dummies
Читать книгу Machine Learning For Dummies - John Paul Mueller, John Mueller Paul, Luca Massaron - Страница 1
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Machine Learning For Dummies® To view this book's Cheat Sheet, simply go to
www.dummies.com
and search for “Machine Learning For Dummies Cheat Sheet” in the Search box. Table of Contents
List of Tables
List of Illustrations
Guide
Pages
Страница 8
Страница 9
Страница 10
Getting the Real Story about AI
Moving beyond the Hype
YES, FULLY AUTONOMOUS WEAPONS EXIST
Dreaming of Electric Sheep
Understanding the history of AI and machine learning
Exploring what machine learning can do for AI
Considering the goals of machine learning
Defining machine learning limits based on hardware
Overcoming AI Fantasies
Discovering the fad uses of AI and machine learning
Considering the true uses of AI and machine learning
Being useful; being mundane
Considering the Relationship between AI and Machine Learning
Considering AI and Machine Learning Specifications
Defining the Divide between Art and Engineering
Predicting the Next AI Winter
Страница 27
Learning in the Age of Big Data
Considering the Machine Learning Essentials
Defining Big Data
JUST HOW BIG IS BIG?
Considering the Sources of Big Data
Building a new data source
Obtaining data from public sources
Obtaining data from private sources
Creating new data from existing data
Using existing data sources
Locating test data sources
Specifying the Role of Statistics in Machine Learning
Understanding the Role of Algorithms
Defining what algorithms do
Considering the five main techniques
Symbolic reasoning
Connections modelled on the brain’s neurons
Evolutionary algorithms that test variation
Bayesian inference
Systems that learn by analogy
Defining What Training Means
Страница 49
Having a Glance at the Future
Creating Useful Technologies for the Future
Considering the role of machine learning in robots
Using machine learning in health care
Creating smart systems for various needs
Using machine learning in industrial settings
Understanding the role of updated processors and other hardware
Discovering the New Work Opportunities with Machine Learning
Working for a machine
Working with machines
Repairing machines
Creating new machine learning tasks
Devising new machine learning environments
Avoiding the Potential Pitfalls of Future Technologies
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Installing a Python Distribution
Using Anaconda for Machine Learning
Getting Anaconda
Defining why Anaconda is used in this book
Installing Anaconda on Linux
Installing Anaconda on Mac OS X
Installing Anaconda on Windows
A WORD ABOUT THE SCREENSHOTS
Downloading the Datasets and Example Code
Using Jupyter Notebook
Starting Jupyter Notebook
Stopping the Jupyter Notebook server
Defining the code repository
Defining the book’s folder
Creating a new notebook
Exporting a notebook
Removing a notebook
Importing a notebook
Understanding the datasets used in this book
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