Week | Topic | LEC + TUT | HW | TUT | LEC | Video | Resource |
---|---|---|---|---|---|---|---|
1(0) | Syllabus | 9/11 + 9/15 | H1 | T1 | L1 | HW/TUT/Slides/Demo | |
2(1) | Data Wrangling | 9/18 + 9/22 | H2 | T2 | L2 | Part1/Part2 | HW/TUT/Slides/Demo |
3(2) | Visualization | 9/25 + 9/29 | H3 | T3 | L3 | Part1/Part2 | HW/TUT/Slides/Demo |
4(3) | Bootstrapping | 10/2 + 10/6 | H4 | T4 | L4 | Part1/Part2/Part3 | HW/TUT/Slides/Demo |
_(4) | Project (TUT) No LEC 10/9 |
Thanksgiving |
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5(5) | Hypothesis Tests | 10/16 + 10/20 | H5 | T5 | L5 | Part1/Part2 | HW/TUT/Slides/Demo |
6(6) | Two Samples | 10/23 + 10/27 | H6 | T6 | L6 | Part1 | See 3 and 4 Above |
_(7) | Reveiw/Project (LEC) Midterm (TUT) |
10/30 + 11/3 MT info TBA |
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_(8) | Reading Week | ||||||
7(9) | Linear Regression | 11/13 + 11/17 | H7 | T7 | L7 | Part1 | HW/TUT/Slides/Demo |
8(10) | Multiple Regression | 11/20 + 11/24 | H8 | T8 | L8 | Part1 | HW/TUT/Slides/Demo |
9(11) | Classification | 11/27 + 12/1 | H9 | T9 | L9 | Part1 | HW/TUT/Slides/Demo |
10(12) | Review/Ethics | 12/4 | Try2/Try1 | HW/TUT/Slides/Steve |
[10-12 hours] Create your first homework/tutorial set
graphviz
was not working on jupyterhub during the Week 11 video recording; and, I spent the last 45 minutes of a 2 hour 45 minute recording to not get model complexity selection with GridSearchCV
working. graphviz
is now available ... I plan to (soon?) add a recording about model complexity, test/training data, generalizability with GridSearchCV
(which I will figure out how to use for the recording). This recording will also begin with a review of decision tree visualization based on graphviz
now working and should be a good way to pick up from the last recording (which got cut off at around 2 hours).GridSearchCV
and training/test data would nonetheless be a good topic to return to for week 12(?).
GridSearchCV
topics and ethics; though, this all seems likely to mean that the idea of doing a review on the last class will disappear (which is okay from my perspective). [2-5 hours] Review your first homework set
[10-12 hours] Create your second homework/tutorial set
[2-5 hours] Review your second homework set