1 |
Mon, Mar 18 |
Course intro, what is data science,
Grammar of graphics |
๐๏ธ Slides 00
๐๏ธ Slides 01
๐๏ธ Slides 02 |
๐๏ธAE 00
๐๏ธAE 01 |
๐งชLab 00 |
Read:
๐ r4ds - intro
๐ ims - chp 1
๐ r4ds - chp 1 |
2 |
Tue, Mar 19 |
Visualizing data, ggplot
Variable types and graphs |
๐๏ธ Slides 03 |
๐๏ธAE 02
๐๏ธAE 02A |
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๐ HW 01
๐ r4ds - chp 2
๐ ims - chp 4 |
3 |
Wed, Mar 20 |
Visualizing data
Grammar of data warning, and tidying data |
๐๏ธ Slides 04 |
๐๏ธAE 03
๐๏ธAE 03A |
๐งชLab 01 |
๐ HW 02
๐ ims - chp 5
๐ ims - chp 6 |
4 |
Thu, Mar 21 |
Grammar of data wrangling |
๐๏ธ Slides 05 |
๐๏ธAE 04
๐๏ธAE 04A |
๐งชLab 02 |
Finish Lab 02
๐ r4ds - chp 3.1-3.5
๐ r4ds - chp 3.6-3.7
๐ r4ds - chp 4 |
5 |
Fri, Mar 22 |
Pivoting Data |
๐๏ธ Slides 06 |
๐๏ธAE 05
๐๏ธAE 05A |
๐งชLab 03 |
๐ HW 03
๐ Ethics HW 1 |
6 |
Mon, Mar 25 |
Joining Data |
๐๏ธ Slides 07 |
๐๏ธAE 06
๐๏ธAE 06A |
๐งชLab 03 |
๐ HW 04 |
7 |
Tue, Mar 26 |
Data types and classes
Importing and recording data |
๐๏ธ Slides 08
๐๏ธ Slides 09 |
๐๏ธAE 07
๐๏ธAE 07A
๐๏ธAE 08
๐๏ธAE 08A |
๐งชLab 03 |
๐ HW 05 |
8 |
Wed, Mar 27 |
Data Science Ethics
Projects |
Ethics Disc. 1
๐๏ธ Slides 10 |
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๐งช Project Lab |
Project
๐ Ethics HW 2 |
9 |
Thu, Mar 28 |
Ethics Reading Discussion
Watch Coded Bias
Exam Review, Project Time |
Ethics Disc. 2
๐ Exam Review
๐ Exam Review A |
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10 |
Fri, Mar 29 |
Exam |
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Project
๐ Coded Bias HW
Take Home Exam |
11 |
Mon, Apr 1 |
Working with Chat GPT
Language of Models
Linear Regression with 1 Predictor
You can now ask anonymous questions at HERE |
๐๏ธ Slides 11
๐๏ธ Slides 12 |
๐๏ธAE 09
๐๏ธAE 09A |
๐งชLab 04 (individual lab) |
Finish ๐งชLab 04 |
12 |
Tue, Apr 2 |
Linear Regression with 1 Predictor
EXTRA: Tidymodels recipes framework: https://www.tmwr.org/recipes |
๐๏ธ Slides 13 |
๐๏ธAE 10
๐๏ธAE 10A |
๐งชLab 05 |
๐ HW 06
๐ Ethics HW 3 |
13 |
Wed, Apr 3 |
Discussion on 3rd Ethics Readings
No Scheduled Afternoon - Project Time
Project Part 3 Due 11:59PM |
Ethics Disc. 3 |
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๐งชLab 05 |
๐ HW 06 |
14 |
Thu, Apr 4 |
Making ggplots Interactive, Creating Shiny Apps |
๐๏ธ Slides 14 |
๐๏ธAE 11 |
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๐ HW 07 |
15 |
Fri, Apr 5 |
Creating Maps with Leaflet
Creating reports, websits, blogs etc. with Quarto. |
๐๏ธ Slides 14
Video: Getting Started with Quarto |
๐๏ธAE 11 |
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๐ HW 07 |
16 |
Mon, Apr 8 |
Make your professional website.
Data Splitting, Overfitting,
Workflow, RMSE, Model Comparison |
Author Slides
Video: Getting Started with Quarto
Quarto Tutorial
๐๏ธ Slides 15
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๐๏ธAE 12
๐๏ธAE 12A |
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Finish ๐๏ธAE 12
Make sure your AE repo is in the Organization to Submit DSC223-SB7-2024 |
17 |
Tue, Apr 9 |
Dates and Times in R
No afternoon class (work on take-home final)
Project Part 4 Due 11:59PM |
๐๏ธ Slides 16
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18 |
Wed, Apr 10 |
Project Parts 4&5 9am-10am In-Class Final Exam 10am-11am (no cut off) |
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