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Selecting Data – Variable and Feature Selection
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
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
Selecting Data – Variable and Feature Selection
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