Python Machine Learning_ Introduction To.epub
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2024-11-05 23:09:04
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文档简介:
Python Machine Learning
Introduction To Machine Learning With Python
By Frank Millstein
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Link To My Author Page
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 PROBL......
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