URL: https://ocw.mit.edu/courses/6-0002-introduction-to-computational-thinking-and-data-science-fall-2016/resources/lecture-1-introduction-and-optimization-problems/
To use the ISLP package please enable env2 virtual env:
source env2/bin/activateThe reason for this is ISLP requires distutils which is not supported in python3.12. env2 uses python3.10 rather than 3.12.
This repository contains all of code-based studying for ML related mathematics. Eventually I will include my drawing notes although I am yet to find the best way to present these here (e.g. images would be too static, something more interactive is preferred).
| Week | Dates | Goals |
|---|---|---|
| 1 | 8th-14th Jan | ICL: LA Module 1 + Intro to FA reading chp1. |
| 2 | 15th - 21st Jan | ICL: LA Module 2 + Intro to FA reading chp1. |
| 3 | 22nd - 28th Jan | ICL: LA Module 3 |
| 4 | 29th - 4th Feb | ICL: LA Module 4 pt1 |
| 5 | 5th - 11th Feb | ICL: LA Module 4 pt2 |
| 6 | 12th - 18th Feb | ICL: LA Module 5 pt1 + Intro to FA reading chp1. |
| 7 | 19th - 25th Feb | ICL: LA Module 5 pt2 + Intro to FA reading chp2. |
| 8 | 26th - 3rd Mar | BREAK WEEK WELL DONE!!! |
| 9 | 4th - 10 Sun Mar | ICL: MV Calc Module 1 |
| 10 | 11th - 17th Mar | ICL: MV Calc Module 2 |
| 11 | 18th - 24th Mar | ICL: MV Calc Module 3 |
| 12 | 25th - 31st Mar | ICL: MV Calc Module 4 + Intro to FA reading chp2. |
| 13 | 1st - 7th Apr | ICL: MV Calc Module 5 + Intro to FA reading chp2. |
| 14 | 8th - 14th Apr | ICL: MV Calc Module 6 + cs231n assignment 1 reading. |
| 15 | 15th - 21st Apr | BREAK WEEK WELL DONE!!! |
| 16 | 22nd - 28th Apr | ICL: PCA Module 1 pt1 + cs231n assignment 1 progress. |
| 17 | 29th - 5th May | ICL: PCA Module 1 pt2 + cs231n assignment 1 progress. |
| 18 | 6th - 12th May | ICL: PCA Module 2 pt 1 + cs231n assignment 1 due. |
| 19 | 13th - 19th May | ICL: PCA Module 2 pt 2 + Intro to FA reading chp3. |
| 20 | 20th - 26th May | ICL: PCA Module 3 |
| 21 | 27th - 2nd Jun | ICL: PCA Module 4 pt1. |
| 22 | 3rd - 9th Jun | ICL: PCA Module 4 pt2. |