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Computers
Data Science
Machine Learning
The Part of Tens!
The Part of Tens!
Curriculum
3 Sections
30 Lessons
10 Weeks
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Ten Ways to Improve Your Machine Learning Models
20
1.1
Studying Learning Curves
1.2
Using Cross-Validation Correctly
1.3
Quiz for Studying Learning Curves
6 Questions
1.4
Choosing the Right Error or Score Metric
1.5
Quiz for Using Cross-Validation Correctly
5 Questions
1.6
Searching for the Best Hyper-Parameters
1.7
Quiz for Choosing the Right Error or Score Metric
5 Questions
1.8
Testing Multiple Models
1.9
Quiz for Searching for the Best Hyper-Parameters
5 Questions
1.10
Averaging Models
1.11
Quiz for Testing Multiple Models
5 Questions
1.12
Stacking Models
1.13
Quiz for Averaging Models
5 Questions
1.14
Applying Feature Engineering
1.15
Quiz for Stacking Models
5 Questions
1.16
Selecting Features and Examples
1.17
Quiz for Applying Feature Engineering
5 Questions
1.18
Looking for More Data
1.19
Quiz for Selecting Features and Examples
5 Questions
1.20
Quiz for Looking for More Data
5 Questions
Ten Guidelines for Ethical Data Usage
20
2.1
Obtaining Permission
2.2
Using Sanitization Techniques
2.3
Quiz for Obtaining Permission
5 Questions
2.4
Avoiding Data Inference
2.5
Quiz for Using Sanitization Techniques
5 Questions
2.6
Using Generalizations Correctly
2.7
Quiz for Avoiding Data Inference
5 Questions
2.8
Shunning Discriminatory Practices
2.9
Quiz for Using Generalizations Correctly
5 Questions
2.10
Detecting Black Swans in Code
2.11
Quiz for Shunning Discriminatory Practices
5 Questions
2.12
Understanding the Process
2.13
Quiz for Detecting Black Swans in Code
6 Questions
2.14
Considering the Consequences of an Action
2.15
Quiz for Understanding the Process
5 Questions
2.16
Balancing Decision Making
2.17
Quiz for Considering the Consequences of an Action
5 Questions
2.18
Verifying a Data Source
2.19
Quiz for Balancing Decision Making
5 Questions
2.20
Quiz for Verifying a Data Source
5 Questions
Ten Machine Learning Packages to Master
20
3.1
Gensim
3.2
imbalanced-learn
3.3
Quiz for Gensim
5 Questions
3.4
OpenCV
3.5
Quiz for imbalanced-learn
5 Questions
3.6
SciPy
3.7
Quiz for OpenCV
5 Questions
3.8
SHAP
3.9
Quiz for SciPy
5 Questions
3.10
Statsmodels
3.11
Quiz for SHAP
6 Questions
3.12
Modin
3.13
Quiz for Statsmodels
5 Questions
3.14
PyTorch
3.15
Quiz for Modin
5 Questions
3.16
Poetry
3.17
Quiz for PyTorch
5 Questions
3.18
Snorkel
3.19
Quiz for Poetry
5 Questions
3.20
Quiz for Snorkel
5 Questions
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