Date: 1404-07-05
Time: 10:00 PM to 11:30 PM
Facilitator: Amin
📌 Agenda
Book Review
- Review Training Linear Models
- Discuss about Normal Equation and Gradient Descent
- Take a dive into Regularization
- Review Logistic Regression
Challenges and deficiencies
- How do Lasso and Ridge regularize? (math behind it)
- 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) (https://github.com/ageron/handson-ml3) | Everyone | Intro to ML | 1404-07-12 |
| Check the math behind Lasso and Ridge | Everyone | Math Foundation | 1404-07-12 |
| Practice Regression with Zarchi’s exercises (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