Chapter 01
Python Machine Learning - Code Examples
NotebookPython 350 cells
Python Machine Learning - Code Examples
Chapter 1 - Giving Computers the Ability to Learn from Data
Overview
- Building intelligent machines to transform data into knowledge
- The three different types of machine learning
- A roadmap for building machine learning systems
- Using Python for machine learning
- Installing Python packages
- Summary
In [1]python · cell 7
python
from IPython.display import ImageBuilding intelligent machines to transform data into knowledge
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The three different types of machine learning
In [2]python · cell 11
python
Image(filename='./images/01_01.png', width=500) Output
<IPython.core.display.Image object>
[省略较大 image/png 输出]
Making predictions about the future with supervised learning
In [3]python · cell 14
python
Image(filename='./images/01_02.png', width=500) Output
<IPython.core.display.Image object>
[省略较大 image/png 输出]
Classification for predicting class labels
In [4]python · cell 17
python
Image(filename='./images/01_03.png', width=300) Output
<IPython.core.display.Image object>
[省略较大 image/png 输出]
Regression for predicting continuous outcomes
In [5]python · cell 20
python
Image(filename='./images/01_04.png', width=300) Output
<IPython.core.display.Image object>
[省略较大 image/png 输出]
Solving interactive problems with reinforcement learning
In [6]python · cell 23
python
Image(filename='./images/01_05.png', width=300) Output
<IPython.core.display.Image object>
[省略较大 image/png 输出]
Discovering hidden structures with unsupervised learning
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Finding subgroups with clustering
In [7]python · cell 28
python
Image(filename='./images/01_06.png', width=300) Output
<IPython.core.display.Image object>
[省略较大 image/png 输出]
Dimensionality reduction for data compression
In [8]python · cell 31
python
Image(filename='./images/01_07.png', width=500) Output
<IPython.core.display.Image object>
[省略较大 image/png 输出]
An introduction to the basic terminology and notations
In [9]python · cell 34
python
Image(filename='./images/01_08.png', width=500) Output
<IPython.core.display.Image object>
[省略较大 image/png 输出]
A roadmap for building machine learning systems
In [10]python · cell 37
python
Image(filename='./images/01_09.png', width=700) Output
<IPython.core.display.Image object>
[省略较大 image/png 输出]
Preprocessing - getting data into shape
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Training and selecting a predictive model
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Evaluating models and predicting unseen data instances
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Using Python for machine learning
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Installing Python packages
...
Summary
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