Course Modules: Statistics Through the Lens of AI

Course Resources

Course Resources Course Resources

Context Module Sub Header

Instructor Resources 1

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💡 Instructor Note: Understanding the Learning Design of this Content 💡 Instructor Note: Understanding the Learning Design of this Content 2

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Context Module Sub Header

Student Resources 3

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💡 How to Use This Course: Your Content Key 💡 How to Use This Course: Your Content Key 4

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💡 Stackable Learning 💡 Stackable Learning 5

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💡 Understanding the Assignments: AI Model Project Overview 💡 Understanding the Assignments: AI Model Project Overview 6

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💡 Canvas Resources for Students 💡 Canvas Resources for Students 7

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Statistics and AI: Introduction to AI and Statistics Connections

Statistics and AI: Introduction to AI and Statistics Connections Statistics and AI: Introduction to AI and Statistics Connections

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💡 Module Overview: Introduction to AI and Statistics 💡 Module Overview: Introduction to AI and Statistics 1

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💡 Overview of Statistics Use in AI 💡 Overview of Statistics Use in AI 2

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💡 How AI Learns 💡 How AI Learns 3

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Assignment

✏️ Statistics Through the Lens of AI | Reflection on AI and Statistics Connections ✏️ Statistics Through the Lens of AI | Reflection on AI and Statistics Connections 0 5

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Statistics and A: AI Models and Training Data

Statistics and A: AI Models and Training Data Statistics and A: AI Models and Training Data

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💡 Module Overview: AI Models and Training Data 💡 Module Overview: AI Models and Training Data 1

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💡 What is Training Data? 💡 What is Training Data? 2

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🏋️‍♀️ Practice Using Training Data 🏋️‍♀️ Practice Using Training Data 3

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🏋️‍♀️ Choose Your Labels 🏋️‍♀️ Choose Your Labels 4

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Assignment

✏️ Statistics Through the Lens of AI | Plan Your Training Data ✏️ Statistics Through the Lens of AI | Plan Your Training Data 0 5

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Statistics and AI: Introduction to Decision Trees

Statistics and AI: Introduction to Decision Trees Statistics and AI: Introduction to Decision Trees

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💡 Module Overview: Introduction to Decision Trees 💡 Module Overview: Introduction to Decision Trees 1

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💡 Decision Tree Basics 💡 Decision Tree Basics 2

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💡 Decision Trees Are AI Models 💡 Decision Trees Are AI Models 3

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💡 Decision Tree Parts 💡 Decision Tree Parts 4

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🏋️‍♀️ Identifying Parts of a Decision Tree 🏋️‍♀️ Identifying Parts of a Decision Tree 5

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Assignment

✏️ Statistics Through the Lens of AI | Create Your Own Decision Tree ✏️ Statistics Through the Lens of AI | Create Your Own Decision Tree 0 6

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Statistics and AI: Introduction to Balancing Decision Trees

Statistics and AI: Introduction to Balancing Decision Trees Statistics and AI: Introduction to Balancing Decision Trees

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💡 Module Overview: Introduction to Balancing Decision Trees 💡 Module Overview: Introduction to Balancing Decision Trees 1

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💡 Balanced Decision Trees 💡 Balanced Decision Trees 2

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🏋️‍♀️ Identifying Balanced Trees 🏋️‍♀️ Identifying Balanced Trees 3

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Assignment

✏️ Statistics Through the Lens of AI | Balancing Your Decision Tree ✏️ Statistics Through the Lens of AI | Balancing Your Decision Tree 0 4

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Statistics and AI: Calculating Gini Impurity

Statistics and AI: Calculating Gini Impurity Statistics and AI: Calculating Gini Impurity

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💡 Module Overview: Calculating Gini Impurity 💡 Module Overview: Calculating Gini Impurity 1

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💡 What is Gini Impurity? 💡 What is Gini Impurity? 2

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💡Calculating Gini Impurity 💡Calculating Gini Impurity 3

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🏋️‍♀️ Practice Finding Gini Impurity 🏋️‍♀️ Practice Finding Gini Impurity 4

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Assignment

✏️ Statistics Through the Lens of AI | Calculating Gini Impurity ✏️ Statistics Through the Lens of AI | Calculating Gini Impurity 0 5

assignment 183764 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Statistics and AI: Calculating Average Impurity

Statistics and AI: Calculating Average Impurity Statistics and AI: Calculating Average Impurity

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💡 Module Overview: Calculating Average Impurity 💡 Module Overview: Calculating Average Impurity 1

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🏋️‍♀️ Practice Calculating Average Impurity 🏋️‍♀️ Practice Calculating Average Impurity 2

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Assignment

✏️ Statistics Through the Lens of AI | Calculating Average Impurity ✏️ Statistics Through the Lens of AI | Calculating Average Impurity 0 3

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Statistics and AI: Calculating Information Gain

Statistics and AI: Calculating Information Gain Statistics and AI: Calculating Information Gain

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💡 Module Overview: Calculating Information Gain 💡 Module Overview: Calculating Information Gain 1

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💡 Information Gain Basics 💡 Information Gain Basics 2

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💡 Finding Information Gain 💡 Finding Information Gain 3

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🏋️‍♀️ Practice Finding Information Gain 🏋️‍♀️ Practice Finding Information Gain 4

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Assignment

✏️ Statistics Through the Lens of AI | Calculating Information Gain ✏️ Statistics Through the Lens of AI | Calculating Information Gain 0 5

assignment 183772 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Statistics and AI: AI Model Analysis

Statistics and AI: AI Model Analysis Statistics and AI: AI Model Analysis

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💡 Module Overview: AI Model Analysis 💡 Module Overview: AI Model Analysis 1

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Assignment

✏️ Statistics Through the Lens of AI | Predictive Model Presentation ✏️ Statistics Through the Lens of AI | Predictive Model Presentation 0 2

assignment 183774 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Course Modules