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Business and Data Understanding

Introduction to the Course
Introduction to Data Science
Introduction to Project Methodologies
Business Understanding Phase – Overview
Defining Project Success Criteria
Data Understanding Phase – Overview
Initial Data Analysis and Exploratory Data Analysis
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Quiz

Data Preparation

Data Preparation Phase – Overview
Predictive Modeling Methodology – Overview
Data Manipulation
Data Encoding
Selecting Data – Variable and Feature Selection
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Quiz

Modeling (1)

Modeling Phase – Overview
Detecting Anomalies
Association Analysis
Cluster Analysis
Unit 5 A: Classification Analysis with Regression
Unit 5 B: Classification Analysis with Regression
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Quiz

Modeling (2)

Classification Analysis with Decision Trees
Classification Analysis with KNN, NN, and SVM
Time Series Analysis
Ensemble Methods
Simulation and Optimization
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Quiz

Evaluating Model Performance

Model Performance Metrics
Model Testing
Improving Model Performance
Evaluation Phase – Overview
Evaluating Model Performance
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Quiz

Deployment and Maintenance

Deployment Phase – Overview
Deployment Options
Monitoring and Maintenance
Data Science Applications and References
Downloads
Quiz

Business and Data Understanding

Introduction to the Course
Introduction to Data Science
Introduction to Project Methodologies
Business Understanding Phase – Overview
Defining Project Success Criteria
Data Understanding Phase – Overview
Initial Data Analysis and Exploratory Data Analysis
Downloads
Quiz

Data Preparation

Data Preparation Phase – Overview
Predictive Modeling Methodology – Overview
Data Manipulation
Data Encoding
Selecting Data – Variable and Feature Selection
Downloads
Quiz

Modeling (1)

Modeling Phase – Overview
Detecting Anomalies
Association Analysis
Cluster Analysis
Unit 5 A: Classification Analysis with Regression
Unit 5 B: Classification Analysis with Regression
Downloads
Quiz

Modeling (2)

Classification Analysis with Decision Trees
Classification Analysis with KNN, NN, and SVM
Time Series Analysis
Ensemble Methods
Simulation and Optimization
Downloads
Quiz

Evaluating Model Performance

Model Performance Metrics
Model Testing
Improving Model Performance
Evaluation Phase – Overview
Evaluating Model Performance
Downloads
Quiz

Deployment and Maintenance

Deployment Phase – Overview
Deployment Options
Monitoring and Maintenance
Data Science Applications and References
Downloads
Quiz

Deployment Phase – Overview