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Part 6: The Part of Tens
Curriculum
2 Sections
20 Lessons
10 Weeks
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Chapter 19: Ten Ways to Improve Your Machine Learning Models
10
1.1
Studying Learning Curves
10 mins
1.2
Using Cross-Validation Correctly
10 mins
1.3
Choosing the Right Error or Score Metric
10 mins
1.4
Searching for the Best Hyperparameters
10 mins
1.5
Testing Multiple Models
10 mins
1.6
Applying Feature Engineering
10 mins
1.7
Selecting Features
10 mins
1.8
Looking for More Data
10 mins
1.9
Blending Models
10 mins
1.10
Stacking Models
10 mins
Chapter 20: Ten Guidelines for Ethical Data Usage
10
2.1
Obtaining Permission
10 mins
2.2
Using Sanitization Techniques
10 mins
2.3
Avoiding Inference Pitfalls
10 mins
2.4
Using Generalizations Correctly
10 mins
2.5
Shunning Discriminatory Practices
10 mins
2.6
Detecting Black Swans in Code
10 mins
2.7
Understanding the Process
10 mins
2.8
Considering the Consequences
10 mins
2.9
Balancing Decision-Making
10 mins
2.10
Verifying a Data Source
10 mins
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