Zenler Player
Your course is loading. Hang tight.
Statistical Analysis with R for Reproducible Research (Cohort 2)
Back to curriculum
0% Complete
0% Complete
FAQ
Resources
How to be successful in this course
Class schedule
Download Code Files
Requests from Participants
Slides (PDF download)
Slides (PDF view on browser)
Live Zoom
TBA
20230228 - Office Hours Day 1
20230303 - Office Hours Day 2
20230307 - Office Hours Day 3
20230310 - Office Hours Day 4
20230314 - Office Hours Day 5
20230317 - Office Hours Day 6
20230502 - Office Hours Day 7
20230509 - Office Hours Day 11
20230523 - Office Hours Day 15
20230526 - Office Hours Day 16
Day 1 Slides
Day 1 Recording (one long video)
Course Intro - About the course
Journey at a Glance
Topic: R Programming Foundation
Topic: Statistical Analysis
Topic: Reproducible Research
Topic: Example Project Idea
Part 7
Questions and Answers
Motivational talk
Biggest Issue for Learners
Installation Steps
Installation Steps Demo Part 1
Installation Steps Demo Part 2
Creating your first Notebook
Review of Day 1
Rstudio Interface
Installing Packages
Running a Notebook
Data types in R (theory)
Data type - Vector
Data type - Matrix
Data type - List
Quiz 1
Greeting
Agenda today
Factor data type
Ordering factor data type
Review of Matrix
Introduction to Data Frame
Structure: Atomic Vector
Structure: Matrix
Attributes: Matrix
Structure: Data Frame
Subsetting
Introduction
Subsetting a Matrix
Assigning values
Subsetting a List
tidyverse Introduction
dplyr Introduction
Troubleshooting - object not found :(
Quiz 2
Day 5 recording (full session)
Part 1
Part 2
Part 3
Part 4
Part 5
Part 6
Part 7
Part 8
Part 9
Part 10
Quiz3
Day 7 Recording (full length)
r4res2-d7-p01
r4res2-d7-p02
r4res2-d7-p03
r4res2-d7-p04
r4res2-d7-p05
r4res2-d7-p06
r4res2-d7-p07
r4res2-d7-p08
r4res2-d7-p09
r4res2-d7-p10
r4res2-d7-p11
r4res2-d7-p12
r4res2-d7-p13
r4res2-d7-p14
r4res2-d7-p15
r4res2-d7-p16
r4res2-d7-p17
r4res2-d7-p18
r4res2-d7-p19
r4res2-d7-p20
r4res2-d7-p21
r4res2-d7-p22
Day 8 Recording (full length)
A Multiple Linear Regression based Model for Average Temperature Prediction of A Day
E-cigarettes and smoking in Irish teens: a logistic regression analysis of current (past 30-day) use of e-cigarettes
A Double-Blind, Placebo-Controlled Trial of Ruxolitinib for Myelofibrosis
JAK Inhibition with Ruxolitinib versus Best Available Therapy for Myelofibrosis
Part 1 - introduction
Part 2 - Outline of Statistics Topics
Part 3 - Advanced Use Cases
Part 4 - Disclaimer
Part 5 - #1 Concept in Statistics
Day 10 recording (full length)
Day 11 recording (full length)
Day 12 recording (full length)
Day 13 recording (full length)
Day 14 recording (full length)
Day 15 recording (full length)
Day 16 recording (full length)
Day 17 - recording (full length)
Day 18 - recording (full length)
Part 1 - Concept of Correlation
Part 2 - Simple linear regression
Part 3 - Assumptions in linear regression
Part 4 - Multiple linear regression model
Part 5 - Hypothesis test of regression coeffients
Part 6 - Global null hypothesis or omnibus test
Part 7 - ANOVA, R2 and Adjusted R2
TBA
START HERE
FAQ
Resources
How to be successful in this course
Class schedule
Preview
Download Code Files
Requests from Participants
Slides (PDF download)
Slides (PDF view on browser)
LIVE SESSIONS
Live Zoom
HOMEWORKS
TBA
OFFICE HOURS
20230228 - Office Hours Day 1
20230303 - Office Hours Day 2
20230307 - Office Hours Day 3
20230310 - Office Hours Day 4
20230314 - Office Hours Day 5
20230317 - Office Hours Day 6
20230502 - Office Hours Day 7
20230509 - Office Hours Day 11
20230523 - Office Hours Day 15
20230526 - Office Hours Day 16
Day 1 - Step into R
Day 1 Slides
Day 1 Recording (one long video)
Course Intro - About the course
Journey at a Glance
Topic: R Programming Foundation
Topic: Statistical Analysis
Topic: Reproducible Research
Topic: Example Project Idea
Part 7
Questions and Answers
Motivational talk
Biggest Issue for Learners
Installation Steps
Installation Steps Demo Part 1
Installation Steps Demo Part 2
Creating your first Notebook
Day 2 - Data types in R
Review of Day 1
Rstudio Interface
Installing Packages
Running a Notebook
Data types in R (theory)
Data type - Vector
Data type - Matrix
Data type - List
Quiz 1
Day 3 - Structure and Attributes of Objects
Greeting
Agenda today
Factor data type
Ordering factor data type
Review of Matrix
Introduction to Data Frame
Structure: Atomic Vector
Structure: Matrix
Attributes: Matrix
Structure: Data Frame
Subsetting
Day 4 - Subsetting, Intro to tidyverse
Introduction
Subsetting a Matrix
Assigning values
Subsetting a List
tidyverse Introduction
dplyr Introduction
Troubleshooting - object not found :(
Preview
Quiz 2
Day 5 - dplyr verbs
Day 5 recording (full session)
Day 6 - dplyr and beyond
Part 1
Part 2
Part 3
Part 4
Part 5
Part 6
Part 7
Part 8
Part 9
Part 10
Quiz3
Day 7 - Reading External Data
Day 7 Recording (full length)
r4res2-d7-p01
r4res2-d7-p02
r4res2-d7-p03
r4res2-d7-p04
r4res2-d7-p05
r4res2-d7-p06
r4res2-d7-p07
r4res2-d7-p08
r4res2-d7-p09
r4res2-d7-p10
r4res2-d7-p11
r4res2-d7-p12
r4res2-d7-p13
r4res2-d7-p14
r4res2-d7-p15
r4res2-d7-p16
r4res2-d7-p17
r4res2-d7-p18
r4res2-d7-p19
r4res2-d7-p20
r4res2-d7-p21
r4res2-d7-p22
Day 8 - Creating Statistical Summaries
Day 8 Recording (full length)
Day 9 - Step Into Statistics (Advanced Use Cases)
A Multiple Linear Regression based Model for Average Temperature Prediction of A Day
E-cigarettes and smoking in Irish teens: a logistic regression analysis of current (past 30-day) use of e-cigarettes
A Double-Blind, Placebo-Controlled Trial of Ruxolitinib for Myelofibrosis
JAK Inhibition with Ruxolitinib versus Best Available Therapy for Myelofibrosis
Part 1 - introduction
Part 2 - Outline of Statistics Topics
Part 3 - Advanced Use Cases
Part 4 - Disclaimer
Part 5 - #1 Concept in Statistics
Day 10 - Concept of Data Distribution
Day 10 recording (full length)
Day 11 - Graphical and Numerical Summary
Day 11 recording (full length)
Day 12 - Probability Distributions
Day 12 recording (full length)
Day 13 - Sampling Distribution of Sample Mean
Day 13 recording (full length)
Day 14 - Sampling Distribution of Sample Proportion
Day 14 recording (full length)
Day 15 - Towards Hypothesis Testing
Day 15 recording (full length)
Day 16 - Hypothesis Testing
Day 16 recording (full length)
Day 17 - More on Hypothesis Testing
Day 17 - recording (full length)
Day 18 - Finalizing Hypothesis Testing
Day 18 - recording (full length)
Self Study - Linear Regression
Part 1 - Concept of Correlation
Preview
Part 2 - Simple linear regression
Preview
Part 3 - Assumptions in linear regression
Preview
Part 4 - Multiple linear regression model
Preview
Part 5 - Hypothesis test of regression coeffients
Preview
Part 6 - Global null hypothesis or omnibus test
Preview
Part 7 - ANOVA, R2 and Adjusted R2
Preview
Assessment
TBA
×
This is an unpublished lesson. This lesson will not be shown for students unless you set it as Public.
Back to Dashboard
No contents are available in this lesson!
No lessons available !
Back to Dashboard
Lesson contents locked
Enroll to unlock this lesson.
Enroll to unlock
Mark as Complete