Python Machine Learning_ Introduction To.epub - (EPUB全文下载)

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Python Machine Learning
 
 
Introduction To Machine Learning With Python
 
 
 
 
 
 
 
By Frank Millstein
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WHAT IS IN THE BOOK?
 
INTRODUCTION
BASIC MACHINE LEARNING CONCEPTS
MACHINE LEARNING ALGORITHMS
MACHINE LEARNING APPLICATIONS
EVOLUTION OF MACHINE LEARNING
HOW WE GET MACHINES TO LEARN ON THEIR OWN
THE GROWING IMPORTANCE OF MACHINE LEARNING
MACHINE LEARNING LIMITATIONS AND CHALLENGES
CHAPTER 1: GETTING STARTED WITH MACHINE LEARNING IN PYTHON
INSTALLING AND STARTING PYTHON SCIPY
STARTING PYTHON
LOADING DATA
IMPORTING LIBRARIES
LOADING DATASET
SUMMARIZING THE DATASET
DATA VISUALIZATION
EVALUATING ALGORITHMS
BUILDING MODELS
SELECTING BEST MODELS
MAKING PREDICTIONS
CHAPTER 2: MACHINE LEARNING ALGORITHMS
LINEAR REGRESSION
LOGISTIC REGRESSION
DECISION TREES
SUPPORT VECTOR MACHINES
K-NEAREST NEIGHBORS
RANDOM FORESTS
K-MEAN CLUSTERING
PRINCIPAL COMPONENTS ANALYSIS
CHAPTER 3: SOLVING CLASSIFICATION PROBLEMS
TRAINING TEST DATA
LOADING DATA USING PANDAS
MATPLOTLIB DATA VISUALIZATION
TRANSFORMING DATA WITH SKLEARN AND PANDAS
MODEL TRAINING
PREDICTING USING THE CLASSIFICATION MODEL
EVALUATION OF THE CLASSIFICATION MODEL
CHAPTER 4: SOLVING MULTI-LABEL CLASSIFICATION PROBLEMS
GENERATING MULTI-LABEL DATASETS
PROBLEM TRANSFORMATION
ADAPTED ALGORITHM
ENSEMBLE APPROACHES
LAST WORDS
Copyright © 2018 by Frank Millstein- All rights reserved.
This document is geared towards providing exact and reliable information in regards to the topic and issue covered. The publication is sold with the idea that the publisher is not required to render accounting, officially permitted, or otherwise, qualified services. If advice is necessary, legal or professional, a practiced individual in the profession should be ordered.
From a Declaration of Principles which was accepted and approved equally by a Committee of the American Bar Association and a Committee of Publishers and Associations.
In no way is it legal to reproduce, duplicate, or transmit any part of this document by either electronic means or in printed format. Recording of this publication is strictly prohibited, and any storage of this document is not allowed unless with written permission from the publisher. All rights reserved.
The information provided herein is stated to be truthful and consistent, in that a ............

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