Week | Date | Topic |
---|---|---|

1 | Sept.Â 4 | Reproducibility |

2 | Sept.Â 9 | Version Control |

2 | Sept.Â 11 | Python Notebooks |

3 | Sept.Â 16 | Data Types in Python |

3 | Sept.Â 18 | Control Sequences, Iteration, and Functions |

4 | Sept.Â 23 | Comprehensions and Generators |

4 | Sept.Â 25 | Numpy |

5 | Sept.Â 30 | Data Wrangling with Pandas (part 1) |

5 | Oct.Â 2 | Data Wrangling with Pandas (part 2) |

6 | Oct.Â 7 | Exploratory Data Analysis |

6 | Oct.Â 9 | Vectors |

7 | Oct.Â 16 | Trigonometry of Vectors |

8 | Oct.Â 21 | Matrix Transformations |

8 | Oct.Â 23 | Matrix Operations and Inversions |

9 | Oct.Â 28 | Linear Regression |

9 | Oct.Â 30 | Eigen Decompositions |

10 | Nov.Â 4 | Decompositions in Practice |

10 | Nov.Â 6 | Differentiation |

11 | Nov.Â 11 | Optimizing Univariate Functions |

11 | Nov.Â 13 | Optimizing Multivariate Functions |

12 | Nov.Â 18 | Gradient Descent |

12 | Nov.Â 20 | Constrained Optimization |

13 | Nov.Â 25 | Probability |

14 | Dec.Â 2 | Bayes Rule |

14 | Dec.Â 4 | Simulation and Sampling |

15 | Dec.Â 9 | Wrap Up |

Final | Dec.Â 20 | 12:30pm-2:30pm - Location CBN 205 |

Recitation meets most weeks on Mondays from 5:00 to 5:50 in **Car Bar 203**. Below is the schedule for when there is a lab.

Lab No.Â | Date | |
---|---|---|

1 | 09-09 | Lab |

2 | 09-16 | Lab |

09-23 | Makeup Class (class does not meet earlier in the day) | |

09-30 | Attend the Data Science in Action Seminar | |

3 | 10-07 | Lab |

10-14 | No Lab - Mid-Semester Holiday | |

4 | 10-21 | Lab |

5 | 10-28 | Lab |

6 | 11-04 | Lab (Q&A with the TA - Attendance Optional) |

11-11 | Attend the Data Science in Action Seminar | |

11-18 | Attend the Data Science in Action Seminar | |

7 | 11-25 | Lab |

8 | 12-02 | Lab |

9 | 12-09 | Lab (Review - Attendance Optional) |

**Office**: 404 Old North**Office Hours**: Tuesdays 3pm to 5pm**Email**: eric.dunford@georgetown.edu

**Lecture Slides****Lecture Notebook(s)**

**Lecture Slides****Lecture Notebook(s)****Lab Material**