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# Stat GU4243/GR5243 Applied Data Science
### Spring 2021 - Teaching Materials ([Syllabus](/CourseInfo/G5243_ADS.md))
### Fall 2021 - Teaching Materials ([Syllabus](/CourseInfo/G5243_ADS.md))

##### Shortcuts: [Project 1](#project-cycle-1-individual-r-notebook-for-exploratory-data-analysis) | [Project 2](#project-cycle-2-shiny-app-development) | [Project 3](#project-cycle-3-predictive-modeling) | [Project 4](#project-cycle-4-algorithm-implementation-and-evaluation)
----
### Project cycle 1: (Individual) R notebook for exploratory data analysis

([starter codes](Projects_StarterCodes/Project1-RNotebook))

#### Week 1 (Jan 13)
#### Week 1 (Sep 15)

+ [Introduction to ADS](Tutorials/wk1-Intro.pdf)
+ [Project 1 description](Projects_StarterCodes/Project1-RNotebook/doc/Proj1_desc.md)
+ [Tutorial 1 R Notebook](https://htmlpreview.github.io/?https://github.com/TZstatsADS/ADS_Teaching/blob/master/Tutorials/wk1-RNotebook/wk1-rnotebook.html) + Example: [Repo](https://github.com/TZstatsADS/Fall2018-Proj1-wanghouyaoleyao) | [Knitted HTML R Notebook](http://tzstatsads.github.io/tutorials/proj1_jiaqianyu.html) | [Presentation](https://www.youtube.com/watch?v=tBIuh_tZ98Q&feature=youtu.be) + More Examples: [Repo1](https://github.com/TZstatsADS/Spring2020-Project1-petkunm)
+ [A tutorial on GitHub](Tutorials/wk1-GitHub_simplified)

#### Week 2 (Jan 20)
#### Week 2 (Sep 22)
<!--
+ Recap on last week
+ [Overview of starter codes](Projects_StarterCodes/Project1-RNotebook)
+ Submission and presentation for project 1
+ Discussion and Q&A
-->
#### Week 3 (Jan 27)
#### Week 3 (Sep 29)
<!--
+ Project 1 presentations.
-->
Expand All @@ -35,7 +35,7 @@
<!--
([starter codes](Projects_StarterCodes/Project2-ShinyApp))
-->
#### Week 3 (Jan 27)
#### Week 3 (Sep 29)
<!--
+ [Project 2](Projects_StarterCodes/Project2-ShinyApp) starts.
+ Check Piazza for your project team and *GitHub join link*.
Expand All @@ -45,7 +45,7 @@
+ an example **toy** shiny app
+ a short tutorial to get you started.
-->
#### Week 4 (Feb 3)
#### Week 4 (Oct 6)
<!--
+ [Spatial data visualization](Tutorials/wk4-DataVis.pdf)
+ Tutorial on project 2 - [Introduction to shiny app](http://tzstatsads.github.io/tutorials/wk3_Tutorial2.html) ([app](Projects_StarterCodes/Project2-ShinyApp/app/))
Expand All @@ -54,14 +54,14 @@
+ [A note on contribution](Projects_StarterCodes/Project2-ShinyApp/doc/a_note_on_contributions.md)
+ Discussion and Q&A
-->
#### Week 5 (Feb 10)
#### Week 5 (Oct 13)
<!--
+ [Tutorial on SQL in R](https://htmlpreview.github.io/?https://github.com/TZstatsADS/ADS_Teaching/blob/master/Tutorials/wk5-SQL%2BGCP/sql.html)([zipped folder](https://github.com/TZstatsADS/ADS_Teaching/blob/master/Tutorials/wk5-sql.zip))
+ [Tutorial on RShiny Deployment in GCP](https://htmlpreview.github.io/?https://github.com/TZstatsADS/ADS_Teaching/blob/master/Tutorials/wk5-SQL%2BGCP/Rshiny_GCP.html)
+ [Tutorial on giving presentations](Tutorials/wk5-MakingPresentation.pdf)
+ Brainstorm or Discussion on project 2
-->
#### Week 6 (Feb 17)
#### Week 6 (Oct 20)
<!--
+ Project 2 presentations
-->
Expand All @@ -75,7 +75,7 @@
<!--
([starter codes](Projects_StarterCodes/Project3-ImbalancedClassification))
-->
#### Week 6 (Feb 17)
#### Week 6 (Oct 20)
<!--
+ [Project 3](Projects_StarterCodes/Project3-ImbalancedClassification/doc/project3_desc.md) starts.
+ Check Piazza for your project team and GitHub join link.
Expand All @@ -85,7 +85,7 @@
+ an example `main.rmd` that provides an example structure for this project. [Example `main.Rmd`](Projects_StarterCodes/Project3-ImbalancedClassification/doc/main.Rmd)
-->

#### Week 7 (Feb 24)
#### Week 7 (Oct 27)
<!--
+ Recap on [project 3 requirements](Projects_StarterCodes/Project3-ImbalancedClassification/doc/project3_desc.md) and [starter codes](Projects_StarterCodes/Project3-ImbalancedClassification/).
+ Tutorials + Q&A
Expand All @@ -95,15 +95,14 @@
+ [Overview on Imbalanced Classification](Tutorials/wk7-Imbalanced_Classification_Overview.pdf)
-->

#### Spring Break

#### Week 8 (Mar 10)
#### Week 8 (Nov 3)
<!--
+ [Overview on predictive modeling](Tutorials/wk8-TutorialModelSelection.pdf)
+ Project submission checklist (on piazza)
+ Discussion
-->
#### Week 9 (Mar 17)
#### Week 9 (Nov 10)
<!--
+ Project 3 submission and presentations
-->
Expand All @@ -117,43 +116,42 @@
<!--
([starter codes](Projects_StarterCodes/Project4-CausalInference))
-->
#### Week 9 (Mar 17)
#### Week 9 (Nov 10)
<!--
+ Introduction to [Project 4](Projects_StarterCodes/Project4-CausalInference/doc/project4_desc.md)
-->
#### Weeks 10 (Mar 24)
#### Weeks 10 (Nov 17)
<!--
+ Recap on project 4 requirements.
+ Overview of Causal Inference
+ [Overview of the Methods from the reference papers](Tutorials/wk10-overview-casual-inference-methods.pdf).
+ Method assignment on Piazza
-->
#### Weeks 11 (Mar 31)
<!--
+ Q&A
+ Team Meeting
-->

#### Weeks 12 (Apr 7)
#### Thanksgiving Break

#### Weeks 11 (Dec 1)
<!--
+ Project 4 presentations
-->


<!--
[Finished student projects](https://github.com/TZstatsADS?utf8=✓&q=Spring2021-project4&type=&language=)
-->
----
### Project cycle 5:

#### Weeks 12 (Apr 7)
#### Weeks 11 (Dec 1)
<!--
+ Project 5 discussions
+ Project 3 Summary on Piazza
-->
#### Week 13 (Apr 14)
#### Week 12 (Dec 8)
<!--
+ Project 5 presentations
-->
<!--
[Finished student projects](https://github.com/TZstatsADS?utf8=✓&q=Spring2021-project5&type=&language=)
-->
##### Shortcuts: [Project 1](#project-cycle-1-individual-r-notebook-for-exploratory-data-analysis) | [Project 2](#project-cycle-2-shiny-app-development) | [Project 3](#project-cycle-3-predictive-modeling) | [Project 4](#project-cycle-4-algorithm-implementation-and-evaluation)
##### Shortcuts: [Project 1](#project-cycle-1-individual-r-notebook-for-exploratory-data-analysis) | [Project 2](#project-cycle-2-shiny-app-development) | [Project 3](#project-cycle-3-predictive-modeling) | [Project 4](#project-cycle-4-algorithm-implementation-and-evaluation)

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