| WEEK | DATE | TOPIC | PREPARE | MATERIALS | DUE |
|---|---|---|---|---|---|
| 1 | Mon, Aug 26 | π DS From Scratch - Chp 1 |
π₯ Week 1 Lectures |
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π Jupyter + VSCode |
β¨οΈ ae 01 |
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| 2 | Mon, Sep 2 | π DS From Scratch - Chp 2 |
π₯ Week 2 Lectures |
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π Python Data Analysis - Chp 4 |
π» lab 1 |
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| 3 | Mon, Sep 9 | π Prac Stats for DS - Chp 1 |
π₯ Week 3 Lectures |
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| Fri, Sep 13 | Lab 1 @ 5pm |
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| 4 | Mon, Sep 16 | π Python Data Analysis - Chp 7 |
π₯ Week 4 Lectures |
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| Fri, Sep 20 | |||||
| 5 | Mon, Sep 23 | π DS From Scratch - Chp 9 |
π₯ Week 5 Lectures |
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| Fri, Sep 27 | Lab 2 @ 5pm |
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| 6 | Mon, Sep 30 | Midterm Released |
π₯ Week 6 Lectures |
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π DS From Scratch - Chp 26 |
π» lab 3 |
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| 7 | Mon, Oct 7 | π DS From Scratch - Chp 6 (up to conditional probability) |
π₯ Week 7 Lectures |
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| Fri, Oct 11 | π DS From Scratch - Chp 6 (Conditional probability) |
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| 8 | Mon, Oct 14 | π DS From Scratch - Chp 5 |
π₯ Week 8 Lectures |
Midterm assignment due @ 5pm |
|
π Review DS From Scratch - Chp 6 (Central Limit Theorem) |
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| 9 | Mon, Oct 21 | π DS From Scratch - Chp 14 (up to Gradient Descent) |
π₯ Week 9 Lectures |
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π DS From Scratch - Chp 15 (up to Regularization) |
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| 10 | Mon, Oct 28 | π DS From Scratch - Chp 16 (up to SVMs) |
π₯ Week 10 Lectures |
Lab 3 @ 5pm |
|
π DS From Scratch - Chp 11 |
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| 11 | Mon, Nov 4 | π₯ Week 11 Lectures |
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| Fri, Nov 8 | π Math for DS - Chp 1 (up to Integrals) |
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| 12 | Mon, Nov 11 | π Math for DS - Chp 1 (Integrals) |
π₯ Week 12 Lectures |
project milestone 2 @ 5pm |
|
π Math for DS - Chp 4 (up to Eigenvalues) |
ae-15-linear-algebra |
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| 13 | Mon, Nov 18 | π Math for DS - Chp 4 (from Eigenvalues) |
π₯ Week 13 Lectures β¨οΈ ae 16 |
Lab 4 @ 5pm |
|
π fdv - Chp 29 |
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| Fri, Nov 22 | Final Review |
π Final assignment |
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| 14 | Mon, Nov 25 | π¦ Happy Thanksgiving |
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| Thu, Nov 28 | π¦ Happy Thanksgiving |
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| 15 | Mon, Dec 2 | Project milestone 3 - Peer review |
π project milestone 3 |
Lab 5 @ 5pm |
|
| Fri, Dec 6 | project milestone 3 @ 5pm |
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| 16 | Mon, Dec 9 | Work on final project & assignment |
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| Fri, Dec 13 | π project milestone 4 |
Final assignment due @ 5pm |
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| Finals | Wed, Dec 18 | Project milestone 4 - Project presentations |
project presentations due @ 5pm |
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| Fri, Dec 20 | project write-up due @ 5pm |
INFO 511: Fundamentals of Data Science
Dr. Greg Chism
This page contains an outline of the topics, content, and assignments for the semester. Note that this schedule will be updated as the semester progresses and the timeline of topics and assignments might be updated throughout the semester.