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Bios 611

Intro to Data Science

Me

Vincent Toups (PhD)

Course Schedule (Roughly):

|       Date | Day         | Subject                                 | Time                |
| 2024-08-19 | (Monday)    | Introduction                            | (3:30 PM - 4:50 PM) |
| 2024-08-21 | (Wednesday) | Compute Resources                       | (3:30 PM - 4:50 PM) |
| 2024-08-26 | (Monday)    | Unix                                    | (3:30 PM - 4:50 PM) |
| 2024-08-28 | (Wednesday) | Docker                                  | (3:30 PM - 4:50 PM) |
| 2024-09-02 | (Monday)    | Labor Day 🌟                            |                     |
| 2024-09-04 | (Wednesday) | git basics & github basics              | (3:30 PM - 4:50 PM) |
| 2024-09-09 | (Monday)    | How to Think about Programming & More R | (3:30 PM - 4:50 PM) |
| 2024-09-11 | (Wednesday) | Tidyverse for Tidying & GGPlot          | (3:30 PM - 4:50 PM) |
| 2024-09-16 | (Monday)    | Make and Makefiles                      | (3:30 PM - 4:50 PM) |
| 2024-09-18 | (Wednesday) | git concepts and practices              | (3:30 PM - 4:50 PM) |
| 2024-09-23 | (Monday)    | Well-being Day 🧘                       |                     |
| 2024-09-25 | (Wednesday) | Markdown, RMarkdown, Notebooks, L       | (3:30 PM - 4:50 PM) |
| 2024-09-30 | (Monday)    | Project Organization                    | (3:30 PM - 4:50 PM) |
| 2024-10-02 | (Wednesday) | Dimensionality Reduction                | (3:30 PM - 4:50 PM) |
| 2024-10-07 | (Monday)    | Clustering                              | (3:30 PM - 4:50 PM) |
| 2024-10-09 | (Wednesday) | Classification                          | (3:30 PM - 4:50 PM) |
| 2024-10-14 | (Monday)    | Model Validation and Selection          | (3:30 PM - 4:50 PM) |
| 2024-10-16 | (Wednesday) | Shiny                                   | (3:30 PM - 4:50 PM) |
| 2024-10-21 | (Monday)    | Introduction to Scientific Python       | (3:30 PM - 4:50 PM) |
| 2024-10-23 | (Wednesday) | SQL (tabular relations)                 | (3:30 PM - 4:50 PM) |
| 2024-10-28 | (Monday)    | Pandas & SQL                            | (3:30 PM - 4:50 PM) |
| 2024-10-30 | (Wednesday) | SKLearn Introduction                    | (3:30 PM - 4:50 PM) |
| 2024-11-04 | (Monday)    | Training Neural Networks                | (3:30 PM - 4:50 PM) |
| 2024-11-06 | (Wednesday) | Bokeh                                   | (3:30 PM - 4:50 PM) |
| 2024-11-11 | (Monday)    | Browser Based Visualization w/ d3       | (3:30 PM - 4:50 PM) |
| 2024-11-13 | (Wednesday) | Data Science Ethics                     | (3:30 PM - 4:50 PM) |
| 2024-11-18 | (Monday)    | Web Scraping                            | (3:30 PM - 4:50 PM) |
| 2024-11-20 | (Wednesday) | Class Presentations I                   | (3:30 PM - 4:50 PM) |
| 2024-11-25 | (Monday)    | Class Presentations II                  | (3:30 PM - 4:50 PM) |

Labs are always on Tuesday at 2pm - 3pm and will serve as tutorial and extra class time.

Useful Reading Material

  1. R For Datascience
  2. Learn Bash in Y Minutes
  3. Learn Python in Y Minute
  4. Learn Docker in Y Minutes

Example Repository

Much of the grade in this course will derive from a long term project. An example of such a project is here:

Ashar PRT Demographics

More to come.

Old Repo

The old 611 repository contains all the course notes which this repository hopes to simplify, correct and improve over the course of this semester. Intreped students may wish to peruse it.

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Reboot of the BIOS 611 Repository

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