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Home
All Programs
Computers
Data Science
Wrangling Data
Wrangling Data
Curriculum
5 Sections
20 Lessons
Lifetime
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Chapter 12: Stretching Python’s Capabilities
8
1.1
Playing with Scikit-learn
1.1
Quiz for Playing with Scikit-learn
6 Questions
1.2
Using Transformative Functions
1.2
Quiz for Using Transformative Functions
6 Questions
1.3
Considering Timing and Performance
1.3
Quiz for Considering Timing and Performance
7 Questions
1.4
Running in Parallel on Multiple Cores
1.4
Quiz for Running in Parallel on Multiple Cores
7 Questions
Chapter 13: Exploring Data Analysis
14
2.1
The EDA Approach
2.1
Quiz for The EDA Approach
6 Questions
2.2
Defining Descriptive Statistics for Numeric Data
2.2
Quiz for Defining Descriptive Statistics for Numeric Data
6 Questions
2.3
Counting for Categorical Data
2.3
Quiz for Counting for Categorical Data
5 Questions
2.4
Creating Applied Visualization for EDA
2.4
Quiz for Creating Applied Visualization for EDA
7 Questions
2.5
Understanding Correlation
2.5
Quiz for Understanding Correlation
6 Questions
2.6
Working with Cramér’s V
2.6
Quiz for Working with Cramér’s V
6 Questions
2.7
Modifying Data Distributions
2.7
Quiz for Modifying Data Distributions
5 Questions
Chapter 14: Reducing Dimensionality
6
3.1
Understanding SVD
3.1
Quiz for Understanding SVD
5 Questions
3.2
Performing Factor Analysis and PCA
3.2
Quiz for Performing Factor Analysis and PCA
8 Questions
3.3
Understanding Some Applications
3.3
Quiz for Understanding Some Applications
6 Questions
Chapter 15: Clustering
6
4.1
Clustering with K-means
4.1
Quiz for Clustering with K-means
8 Questions
4.2
Performing Hierarchical Clustering
4.2
Quiz for Performing Hierarchical Clustering
6 Questions
4.3
Discovering New Groups with DBScan
4.3
Quiz for Discovering New Groups with DBScan
5 Questions
Chapter 16: Detecting Outliers in Data
6
5.1
Considering Outlier Detection
5.1
Quiz for Considering Outlier Detection
5 Questions
5.2
Examining a Simple Univariate Method
5.2
Quiz for Examining a Simple Univariate Method
6 Questions
5.3
Developing a Multivariate Approach
5.3
Quiz for Developing a Multivariate Approach
5 Questions
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