| WEEK | DATE | TOPIC | PREPARE | MATERIALS | DUE |
|---|---|---|---|---|---|
| 1 | Mon, Aug 25 | π DS From Scratch - Chp 1 |
π₯ Instructor Introduction |
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| Wed, Aug 27 | π Jupyter + VSCode |
β¨οΈ ae 01 |
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| 2 | Mon, Sep 1 | Labor Day (No Class) |
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| Wed, Sep 3 | π DS From Scratch - Chp 2 |
π₯ Week 2 Lectures |
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| Fri, Sep 5 | π Python Data Analysis - Chp 4 |
π» HW 1 |
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| 3 | Mon, Sep 8 | π Prac Stats for DS - Chp 1 |
π₯ Week 3 Lectures |
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| Fri, Sep 12 | |||||
| 4 | Mon, Sep 15 | π Python Data Analysis - Chp 7 |
π₯ Week 4 Lectures |
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| Fri, Sep 19 | HW 1 @ 5pm |
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| 5 | Mon, Sep 22 | π DS From Scratch - Chp 9 |
π₯ Week 5 Lectures |
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| Fri, Sep 26 | |||||
| 6 | Mon, Sep 29 | Midterm Released |
π₯ Week 6 Lectures |
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| Fri, Oct 3 | π DS From Scratch - Chp 26 |
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| 7 | Mon, Oct 6 | Probability |
π DS From Scratch - Chp 6 (up to conditional probability) |
π₯ Week 7 Lectures |
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| Fri, Oct 10 | π DS From Scratch - Chp 6 (Conditional probability) |
HW 2 @ 5pm |
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| 8 | Mon, Oct 13 | π DS From Scratch - Chp 5 |
π₯ Week 8 Lectures |
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| Fri, Oct 17 | π Review DS From Scratch - Chp 6 (Central Limit Theorem) |
Midterm assignment due @ 5pm |
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| 9 | Mon, Oct 20 | π DS From Scratch - Chp 14 (up to Gradient Descent) |
π₯ Week 9 Lectures |
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| Fri, Oct 24 | π DS From Scratch - Chp 15 (up to Regularization) |
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| 10 | Mon, Oct 27 | π DS From Scratch - Chp 16 (up to SVMs) |
π₯ Week 10 Lectures |
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| Fri, Oct 31 | π DS From Scratch - Chp 11 |
π» HW 4 |
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| 11 | Mon, Nov 3 | π₯ Week 11 Lectures |
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| Fri, Nov 7 | π Math for DS - Chp 1 (up to Integrals) |
HW 3 @ 5pm |
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| 12 | Mon, Nov 10 | π Math for DS - Chp 1 (Integrals) |
π₯ Week 12 Lectures |
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| Fri, Nov 14 | π Math for DS - Chp 4 (up to Eigenvalues) |
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| 13 | Mon, Nov 17 | π Math for DS - Chp 4 (from Eigenvalues) |
π₯ Week 13 Lectures |
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Comparing machine learning models |
π DS From Scratch - Chp 17 |
π₯ Comparing Machine Learning Classifiers |
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| Fri, Nov 21 | π Final assignment |
HW 4 @ 5pm |
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| 14 | Mon, Nov 24 | Happy Thanksgiving π¦ |
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| Fri, Nov 28 | Happy Thanksgiving π¦ |
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| 15 | Mon, Dec 1 | π fdv - Chp 29 |
π₯ Week 15 Lectures |
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| Fri, Dec 5 | Final Review |
π» DS experience @ 11:59pm |
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| 16 | Mon, Dec 8 | Work on final project and assignment |
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| Fri, Dec 12 | |||||
| Finals | Mon, Dec 15 | Work on final project and assignment |
HW 5 @ 5pm |
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| Wed, Dec 17 | Final project 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.