| Approximate Times | Topic |
|---|---|
| 9:00 -9:30 | Class Orientation |
| 9:30 - 10:15 | Data Science Notebooks Orientation |
| 10:15 - 10:30 | Break |
| 10:30 - 11:45 | Intro to Python's Type System and Key Programming Vocabulary |
| 11:45 - 12:00 | Retrospective |
| 12:00 - 13:30 | Lunch |
| 13:30 - 14:30 | Applying String Methods to Text Analysis |
| 14:30 - 15:45 | Intro to Python's Built-In Data Collection Types and Numpy Arrays |
| 15:45 - 16:00 | Break |
| 16:00 - 16:50 | Basic Plotting with Matplotlib in Data Science Notebooks |
| 16:50 - 17:00 | Retrospective |
| Approximate Times | Topic |
|---|---|
| 9:00 - 10:00 | Numpy Arrays |
| 10:00 - 10:15 | Break |
| 10:15 - 11:00 | Logical Indexing in Numpy |
| 11:00 - 12:00 | Plotting Distributions in Matplotlib |
| 12:00 - 13:30 | Lunch |
| 13:30 - 15:30 | Matrices in Numpy |
| 15:30 - 15:45 | Break |
| 15:45 - 16:50 | Basic Image Transformations with Numpy and Matplotlib |
| 16:50 - 17:00 | Retrospective |
| Approximate Times | Topic |
|---|---|
| 9:00 - 9:30 | Warm-Up and Orient to VSCode in GitLab : Lists vs Arrays |
| 9:30 - 10:15 | T-tests on Arrays with Scipy-Stats |
| 10:15 - 10:30 | Break |
| 10:30 - 11:15 | Introduction to Python Dictionaries |
| 11:15 - 11:50 | Intro to Pandas DataFrames, Reading and Writing |
| 11:50 - 12:00 | Recollect and Reflect |
| 12:00 - 13:30 | Lunch |
| 13:30 - 14:45 | T-tests on DataFrames with Scipy-Stats and Pingouin |
| 14:45 - 15:00 | Break |
| 15:00 - 16:50 | DataFrame Selection and Aggregation |
| 16:50 - 17:00 | Recollect and Reflect |
| Approximate Times | Topic |
|---|---|
| 09:00 - 10:00 | Plotting with Pandas |
| 10:00 - 10:15 | Break |
| 10:15 - 11:50 | DataFrame Selection and Aggregation |
| 11:50 - 12:00 | Recollect and Reflect |
| 12:00 - 13:30 | Lunch |
| 13:30 - 14:45 | DataFrame GroupBy and Seaborn CatPlot |
| 14:45 - 15:00 | Break |
| 15:00 - 16:50 | Reshaping DataFrames |
| 16:50 - 17:00 | Recollect and Reflect |
| Approximate Times | Topic |
|---|---|
| 09:00 - 09:30 | Project Share |
| 09:30 - 10:20 | Filepaths |
| 10:20 - 10:35 | Break |
| 10:35 - 11:50 | Installing Python Locally |
| 11:50 - 12:00 | Recollect and Reflect |
| 12:00 - 13:30 | Lunch |
| 13:30 - 14:15 | Conditional Flow: If-Else Blocks in Python |
| 14:15 - 15:30 | Repeating Work: For Loops in Python |
| 15:30 - 15:45 | Break |
| 15:45 - 16:00 | Workshop Wrap-Up |