Course Modules

HS650 DSPA Welcome

HS650 DSPA Welcome
Module Completed Module In Progress Module Locked
HS650 DSPA Welcome 171250    
  • Welcome Video Page
    Welcome Video Welcome Video
    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
  • Welcome Video Page
    Welcome Video Welcome Video
    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
  • MIDAS R&D Spacekime Video (Ivo Dinov/SOCR) Page
    MIDAS R&D Spacekime Video (Ivo Dinov/SOCR) MIDAS R&D Spacekime Video (Ivo Dinov/SOCR)
    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
  • AMIA_Video_Data_Tools_Services_Nov_2020 Page
    AMIA_Video_Data_Tools_Services_Nov_2020 AMIA_Video_Data_Tools_Services_Nov_2020
    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

Introduction, Organization & Motivation

Introduction, Organization & Motivation
Prerequisites: HS650 DSPA Welcome
Module Completed Module In Progress Module Locked
Introduction, Organization & Motivation 171258    
  • Introduction, Organization & Motivation Page
    Introduction, Organization & Motivation Introduction, Organization & Motivation
    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

Chapter 1: R Foundations

Chapter 1: R Foundations
Prerequisites: Introduction, Organization & Motivation
Module Completed Module In Progress Module Locked
Chapter 1: R Foundations 171259    
  • R Foundations Page
    R Foundations R Foundations
    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

Chapter 2: Data Management

Chapter 2: Data Management
Prerequisites: Chapter 1: R Foundations
Module Completed Module In Progress Module Locked
Chapter 2: Data Management 171260    
  • Data Management Page
    Data Management Data Management
    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

Chapter 3: Data Visualization

Chapter 3: Data Visualization
Prerequisites: Chapter 2: Data Management
Module Completed Module In Progress Module Locked
Chapter 3: Data Visualization 171264    
  • Data Visualization Page
    Data Visualization Data Visualization
    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

Chapter 4: Linear Algebra & Matrix Computing

Chapter 4: Linear Algebra & Matrix Computing
Prerequisites: Chapter 3: Data Visualization
Module Completed Module In Progress Module Locked
Chapter 4: Linear Algebra & Matrix Computing 188224    
  • Linear Algebra & Matrix Computing Page
    Linear Algebra & Matrix Computing Linear Algebra & Matrix Computing
    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

Chapter 5: Dimensionality Reduction

Chapter 5: Dimensionality Reduction
Prerequisites: Chapter 4: Linear Algebra & Matrix Computing
Module Completed Module In Progress Module Locked
Chapter 5: Dimensionality Reduction 188225    
  • Dimensionality Reduction Page
    Dimensionality Reduction Dimensionality Reduction
    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

Chapter 6: Lazy Learning – Classification Using Nearest Neighbors

Chapter 6: Lazy Learning – Classification Using Nearest Neighbors
Prerequisites: Chapter 5: Dimensionality Reduction
Module Completed Module In Progress Module Locked
Chapter 6: Lazy Learning – Classification Using Nearest Neighbors 188226    
  • Lazy Learning – Classification Using Nearest Neighbors Page
    Lazy Learning – Classification Using Nearest Neighbors Lazy Learning – Classification Using Nearest Neighbors
    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

Chapter 7: Probabilistic Learning – Classification Using Naive Bayes

Chapter 7: Probabilistic Learning – Classification Using Naive Bayes
Prerequisites: Chapter 6: Lazy Learning – Classification Using Nearest Neighbors
Module Completed Module In Progress Module Locked
Chapter 7: Probabilistic Learning – Classification Using Naive Bayes 188227    
  • Probabilistic Learning – Classification Using Naive Bayes Page
    Probabilistic Learning – Classification Using Naive Bayes Probabilistic Learning – Classification Using Naive Bayes
    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

Chapter 8: Divide and Conquer – Classification

Chapter 8: Divide and Conquer – Classification
Prerequisites: Chapter 7: Probabilistic Learning – Classification Using Naive Bayes
Module Completed Module In Progress Module Locked
Chapter 8: Divide and Conquer – Classification 188228    
  • Divide and Conquer – Classification Page
    Divide and Conquer – Classification Divide and Conquer – Classification
    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

Chapter 9: Forecasting Numeric Data – Regression Methods

Chapter 9: Forecasting Numeric Data – Regression Methods
Prerequisites: Chapter 8: Divide and Conquer – Classification
Module Completed Module In Progress Module Locked
Chapter 9: Forecasting Numeric Data – Regression Methods 188229    
  • Forecasting Numeric Data – Regression Methods Page
    Forecasting Numeric Data – Regression Methods Forecasting Numeric Data – Regression Methods
    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

Chapter 10: Black Box Methods – Neural Networks and Support Vector Machines

Chapter 10: Black Box Methods – Neural Networks and Support Vector Machines
Prerequisites: Chapter 9: Forecasting Numeric Data – Regression Methods
Module Completed Module In Progress Module Locked
Chapter 10: Black Box Methods – Neural Networks and Support Vector Machines 188230    
  • Black Box Methods – Neural Networks and Support Vector Machines Page
    Black Box Methods – Neural Networks and Support Vector Machines Black Box Methods – Neural Networks and Support Vector Machines
    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

Chapter 11: Apriori Algorithm for Association Rule Learning

Chapter 11: Apriori Algorithm for Association Rule Learning
Prerequisites: Chapter 10: Black Box Methods – Neural Networks and Support Vector Machines
Module Completed Module In Progress Module Locked
Chapter 11: Apriori Algorithm for Association Rule Learning 188231    
  • Apriori Algorithm for Association Rule Learning Page
    Apriori Algorithm for Association Rule Learning Apriori Algorithm for Association Rule Learning
    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

Chapter 12: k-Means Clustering

Chapter 12: k-Means Clustering
Prerequisites: Chapter 11: Apriori Algorithm for Association Rule Learning
Module Completed Module In Progress Module Locked
Chapter 12: k-Means Clustering 188232    
  • k-Means Clustering Page
    k-Means Clustering k-Means Clustering
    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

Chapter 13: Evaluating Model Performance

Chapter 13: Evaluating Model Performance
Prerequisites: Chapter 12: k-Means Clustering
Module Completed Module In Progress Module Locked
Chapter 13: Evaluating Model Performance 188233    
  • Evaluating Model Performance Page
    Evaluating Model Performance Evaluating Model Performance
    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

Chapter 14: Improving Model Performance

Chapter 14: Improving Model Performance
Prerequisites: Chapter 13: Evaluating Model Performance
Module Completed Module In Progress Module Locked
Chapter 14: Improving Model Performance 188234    
  • Improving Model Performance Page
    Improving Model Performance Improving Model Performance
    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

Chapter 15: Specialized Machine Learning Topics: Data Formats and Optimization of Computation

Chapter 15: Specialized Machine Learning Topics: Data Formats and Optimization of Computation
Prerequisites: Chapter 14: Improving Model Performance
Module Completed Module In Progress Module Locked
Chapter 15: Specialized Machine Learning Topics: Data Formats and Optimization of Computation 188235    
  • Specialized Machine Learning Topics: Data Formats and Optimization of Computation Page
    Specialized Machine Learning Topics: Data Formats and Optimization of Computation Specialized Machine Learning Topics: Data Formats and Optimization of Computation
    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

Chapter 16: Variable/Feature Selection

Chapter 16: Variable/Feature Selection
Prerequisites: Chapter 15: Specialized Machine Learning Topics: Data Formats and Optimization of Computation
Module Completed Module In Progress Module Locked
Chapter 16: Variable/Feature Selection 188236    
  • Variable/Feature Selection Page
    Variable/Feature Selection Variable/Feature Selection
    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

Chapter 17: Regularized Linear Modeling and Knockoff Filtering

Chapter 17: Regularized Linear Modeling and Knockoff Filtering
Prerequisites: Chapter 16: Variable/Feature Selection
Module Completed Module In Progress Module Locked
Chapter 17: Regularized Linear Modeling and Knockoff Filtering 188237    
  • Regularized Linear Modeling and Knockoff Filtering Page
    Regularized Linear Modeling and Knockoff Filtering Regularized Linear Modeling and Knockoff Filtering
    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

Chapter 18: Big Longitudinal Data Analysis

Chapter 18: Big Longitudinal Data Analysis
Prerequisites: Chapter 17: Regularized Linear Modeling and Knockoff Filtering
Module Completed Module In Progress Module Locked
Chapter 18: Big Longitudinal Data Analysis 188238    
  • Big Longitudinal Data Analysis Page
    Big Longitudinal Data Analysis Big Longitudinal Data Analysis
    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

Chapter 19: Text Mining & Natural Language Processing

Chapter 19: Text Mining & Natural Language Processing
Prerequisites: Chapter 18: Big Longitudinal Data Analysis
Module Completed Module In Progress Module Locked
Chapter 19: Text Mining & Natural Language Processing 188239    
  • Text Mining & Natural Language Processing Page
    Text Mining & Natural Language Processing Text Mining & Natural Language Processing
    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

Chapter 20: Prediction & Internal Statistical Cross-validation

Chapter 20: Prediction & Internal Statistical Cross-validation
Prerequisites: Chapter 19: Text Mining & Natural Language Processing
Module Completed Module In Progress Module Locked
Chapter 20: Prediction & Internal Statistical Cross-validation 188240    
  • Prediction & Internal Statistical Cross-validation Page
    Prediction & Internal Statistical Cross-validation Prediction & Internal Statistical Cross-validation
    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

Chapter 21: Function Optimization

Chapter 21: Function Optimization
Prerequisites: Chapter 20: Prediction & Internal Statistical Cross-validation
Module Completed Module In Progress Module Locked
Chapter 21: Function Optimization 188243    
  • Function Optimization Page
    Function Optimization Function Optimization
    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

Chapter 22: Deep Learning

Chapter 22: Deep Learning
Prerequisites: Chapter 21: Function Optimization
Module Completed Module In Progress Module Locked
Chapter 22: Deep Learning 188244    
  • Deep Learning Page
    Deep Learning Deep Learning
    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
 
minimum score must view must submit must contribute