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51 changes: 51 additions & 0 deletions content/04-Meetings/1404-07-05.md
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**Date:** 1404-07-05

**Time:** 10:00 PM to 11:30 PM

Facilitator: Amin

---

## 📌 Agenda

### Book Review
- [x] Review *Training Linear Models*
- [x] Discuss about **Normal Equation** and **Gradient Descent**
- [x] Take a dive into *Regularization*
- [x] Review **Logistic Regression**

### Challanges and deficiencies
- [x] How do Lasso and Ridge regularize? (maths behind it)
- [x] Multiclass classification with logistic regression

## 📝 Notes & Discussion
- We reviewed the **Hands-on book** up to the *softmax* subject
- We discussed plans for next week:
- Task 1: Finish the 4th chapter
- Task 2: Solve the problems 1st series of Zarchi's course
- Task 3: (optional) Do the exercises of AIC polynomial regression

## Tasks

| Task Description | Assigned To | Related Topic | Due Date |
| ------------------------------------------------------------------------------------------------------------------------------- | ----------- | -------------------------------------------------------------- | ---------- |
| Read [Hands-On ML] 3rd edition: part of chapter 4 (up to page 101)<br>(https://github.com/ageron/handson-ml3) | Everyone | [Intro to ML](../01-Topics/04-Training-Models/01-Overview.md) | 1404-07-12 |
| Check maths behind Lasso and Ridge | Everyone | [Math Foundation](01-Topics/00-Math-Foundation/01-Overview.md) | 1404-07-12 |
| Practice Regression with Zarchi's exercises<br>(https://github.com/SharifiZarchi/Introduction_to_Machine_Learning) | Everyone | - | 1404-07-12 |


## 🔁 Next Session

- **Proposed date:** 1404-07-12
- **Review of Hands-on exercises + Zarchi ex. 1**
- **Facilitator:** TBD

## 📎 Resources Mentioned

- AIC
- Hands-on ML
- SharifiZarchi ML Course - SUT

## Tags

`#meeting` `#ml-group` `#math` `#classification` `#regression` `#group-learning` `#1404-07`