| WEEK | DATE | TOPIC | PREPARE | MATERIALS | DUE |
|---|---|---|---|---|---|
| 1 | Wed, Jan 15 | 📚 DS From Scratch - Chp 1 |
🎥 Week 1 Lectures |
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| Fri, Jan 17 | ⌨️ ae 01 |
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| 2 | Mon, Jan 20 | 📚 DS From Scratch - Chp 2 |
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| Fri, Jan 24 | 📚 Python Data Analysis - Chp 4 |
💻 HW 1 |
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| 3 | Mon, Jan 27 | 📚 Prac Stats for DS - Chp 1 |
🎥 Week 3 Lectures |
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| Fri, Jan 31 | |||||
| 4 | Mon, Feb 3 | 📚 Python Data Analysis - Chp 7 |
🎥 Week 4 Lectures |
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| Fri, Feb 7 | HW 1 @ 5pm |
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| 5 | Mon, Feb 10 | 📚 DS From Scratch - Chp 9 |
🎥 Week 5 Lectures |
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| Fri, Feb 14 | |||||
| 6 | Mon, Feb 17 | Midterm Released |
🎥 Week 6 Lectures |
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| Fri, Feb 21 | 📚 DS From Scratch - Chp 26 |
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| 7 | Mon, Feb 24 | Probability |
📚 DS From Scratch - Chp 6 (up to conditional probability) |
🎥 Week 7 Lectures |
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| Fri, Feb 28 | 📚 DS From Scratch - Chp 6 (Conditional probability) |
HW 2 @ 5pm |
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| 8 | Mon, Mar 3 | 📚 DS From Scratch - Chp 5 |
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| Fri, Mar 7 | 📚 Review DS From Scratch - Chp 6 (Central Limit Theorem) |
Midterm assignment due @ 5pm |
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| 9 | Mon, Mar 10 | Spring recess ☀️🌼 |
No Week 9 Lectures |
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| Fri, Mar 14 | Spring recess ☀️🌼 |
No Week 9 Lectures |
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| 10 | Mon, Mar 17 | 📚 DS From Scratch - Chp 14 (up to Gradient Descent) |
🎥 Week 10 Lectures |
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| Fri, Mar 21 | 📚 DS From Scratch - Chp 15 (up to Regularization) |
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| 11 | Mon, Mar 24 | 📚 DS From Scratch - Chp 16 (up to SVMs) |
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| Wed, Mar 26 | 💻 HW 4 |
HW 3 @ 5pm |
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| Fri, Mar 28 | 📚 DS From Scratch - Chp 11 |
⌨️ ae 12 |
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| 12 | Mon, Mar 31 | ||||
| Fri, Apr 4 | 📚 Math for DS - Chp 1 (up to Integrals) |
⌨️ ae 13 |
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| 13 | Mon, Apr 7 | 📚 Math for DS - Chp 1 (Integrals) |
🎥 Week 13 Lectures |
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📚 Math for DS - Chp 4 (up to Eigenvalues) |
⌨️ ae 15 |
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| Fri, Apr 11 | 📚 Math for DS - Chp 4 (from Eigenvalues) |
🎥 Week 14 Lectures |
HW 4 @ 5pm |
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| 14 | Mon, Apr 14 | Comparing machine learning models |
📚 DS From Scratch - Chp 17 |
🎥 Comparing Machine Learning Classifiers |
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| Fri, Apr 18 | AEs final deadline |
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| 15 | Mon, Apr 21 | ||||
| Fri, Apr 25 | Final Review |
💻 DS experience @ 11:59pm |
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| 16 | Mon, Apr 28 | Work on final project and assignment |
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| Fri, May 2 | |||||
| 17 | Mon, May 5 | Work on final project and assignment |
HW 5 @ 5pm |
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| Fri, May 9 | Final assignment due @ 5pm |
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| Finals | Wed, May 14 | Finish final project |
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.