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Computers
Data Science
Machine Learning
Applying Learning to Real Problems
Applying Learning to Real Problems
Curriculum
3 Sections
14 Lessons
10 Weeks
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Classifying Images
10
1.1
Working with a Set of Images
1.2
Revising the State of the Art in Computer Vision
1.3
Quiz for Working with a Set of Images
7 Questions
1.4
Extracting Visual Features
1.5
Quiz for Revising the State of the Art in Computer Vision
7 Questions
1.6
Recognizing Faces Using Eigenfaces
1.7
Quiz for Extracting Visual Features
7 Questions
1.8
Classifying Images
1.9
Quiz for Recognizing Faces Using Eigenfaces
6 Questions
1.10
Quiz for Classifying Images
6 Questions
Scoring Opinions and Sentiments
8
2.1
Introducing Natural Language Processing
2.2
Revising the State of the Art in NLP
2.3
Quiz for Introducing Natural Language Processing
5 Questions
2.4
Understanding How Machines Read
2.5
Quiz for Revising the State of the Art in NLP
6 Questions
2.6
Using Scoring and Classification
2.7
Quiz for Understanding How Machines Read
7 Questions
2.8
Quiz for Using Scoring and Classification
7 Questions
Recommending Products and Movies
10
3.1
Realizing the Revolution of E-Commerce
3.2
Downloading Rating Data
3.3
Quiz for Realizing the Revolution of E-Commerce
5 Questions
3.4
Catching the Limits of Behavioral Data
3.5
Quiz for Downloading Rating Data
7 Questions
3.6
Integrating Text and Behaviors
3.7
Quiz for Catching the Limits of Behavioral Data
5 Questions
3.8
Leveraging SVD
3.9
Quiz for Integrating Text and Behaviors
5 Questions
3.10
Quiz for Leveraging SVD
7 Questions
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