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All Programs
Computers
Data Science
Machine Learning
The Part of Tens!
The Part of Tens!
Curriculum
3 Sections
30 Lessons
10 Weeks
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Chapter 20: Ten Ways to Improve Your Machine Learning Models
20
1.1
Studying Learning Curves
1.2
Using Cross-Validation Correctly
1.2
Quiz for Studying Learning Curves
6 Questions
1.3
Choosing the Right Error or Score Metric
1.3
Quiz for Using Cross-Validation Correctly
5 Questions
1.4
Searching for the Best Hyper-Parameters
1.4
Quiz for Choosing the Right Error or Score Metric
5 Questions
1.5
Testing Multiple Models
1.5
Quiz for Searching for the Best Hyper-Parameters
5 Questions
1.6
Averaging Models
1.6
Quiz for Testing Multiple Models
5 Questions
1.7
Stacking Models
1.7
Quiz for Averaging Models
5 Questions
1.8
Applying Feature Engineering
1.8
Quiz for Stacking Models
5 Questions
1.9
Selecting Features and Examples
1.9
Quiz for Applying Feature Engineering
5 Questions
1.10
Looking for More Data
1.10
Quiz for Selecting Features and Examples
5 Questions
1.11
Quiz for Looking for More Data
5 Questions
Chapter 21: Ten Guidelines for Ethical Data Usage
20
2.1
Obtaining Permission
2.2
Using Sanitization Techniques
2.2
Quiz for Obtaining Permission
5 Questions
2.3
Avoiding Data Inference
2.3
Quiz for Using Sanitization Techniques
5 Questions
2.4
Using Generalizations Correctly
2.4
Quiz for Avoiding Data Inference
5 Questions
2.5
Shunning Discriminatory Practices
2.5
Quiz for Using Generalizations Correctly
5 Questions
2.6
Detecting Black Swans in Code
2.6
Quiz for Shunning Discriminatory Practices
5 Questions
2.7
Understanding the Process
2.7
Quiz for Detecting Black Swans in Code
6 Questions
2.8
Considering the Consequences of an Action
2.8
Quiz for Understanding the Process
5 Questions
2.9
Balancing Decision Making
2.9
Quiz for Considering the Consequences of an Action
5 Questions
2.10
Verifying a Data Source
2.10
Quiz for Balancing Decision Making
5 Questions
2.11
Quiz for Verifying a Data Source
5 Questions
Chapter 22: Ten Machine Learning Packages to Master
20
3.1
Gensim
3.2
imbalanced-learn
3.2
Quiz for Gensim
5 Questions
3.3
OpenCV
3.3
Quiz for imbalanced-learn
5 Questions
3.4
SciPy
3.4
Quiz for OpenCV
5 Questions
3.5
SHAP
3.5
Quiz for SciPy
5 Questions
3.6
Statsmodels
3.6
Quiz for SHAP
6 Questions
3.7
Modin
3.7
Quiz for Statsmodels
5 Questions
3.8
PyTorch
3.8
Quiz for Modin
5 Questions
3.9
Poetry
3.9
Quiz for PyTorch
5 Questions
3.10
Snorkel
3.10
Quiz for Poetry
5 Questions
3.11
Quiz for Snorkel
5 Questions
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