مخطط الموضوع
عام
Communication and Availability :
Instructor: Dr.Allaoui.
Contact: soumaya.allaoui@univ-annaba.dz.
Reaserchgate: https://www.researchgate.net/profile/Soumaya-Allaoui
Linkedin: https://www.linkedin.com/in/soumaya-allaoui-55060119a/
In-Person Availability: Sunday and Monday from 8 AM to 12 PM at Department of Financial Sciences.
about the course:
- Prerequisites
A strong foundation in mathematics (linear algebra, probability, statistics, and logic).- Key Learning Outcomes
- Improved ability to think critically, solve problems, and communicate analytical concepts.
- Understand the fundamental concepts and applications of Artificial Intelligence.
- Build ML models with NumPy and scikit-learn for regression and binary classification.Implement decision trees and ensemble methods.
- Apply best practices in ML development.
- Use unsupervised learning (clustering, anomaly detection).
- interpret results while evaluating model performance
- Program Details
-
Level: Beginner (no prior ML experience required)
In Case of Emergency:
• Email: For access issues to the platform or other emergencies, please send me an email. I willrespond within 24 hours, except in cases of unforeseen circumstances.Other Situations: If you do not receive a response within the specified timeframe or if a phone conversation is needed,please contact the department’s secretary or your group leader.
- هذا الموضوع
Chapter3:
Hey everyone:
Just a sweet little reminder : AS I SAID ON THE CLASS!!!! there will be a short quiz on the PCA exercise
during our next class on November 5th.Nothing stressful, I promise 🤗 it’s just to practice and make sure everyone feels comfortable with the concepts 💪 So take a quick look at your notes, get some rest, and come with your usual good vibes 😄
Don’t forget your calculator! Phones are not allowed during the quiz.
See you soon in class!
Chapter4
About exercise 2: Perform a Principal Component Analysis (PCA) This exercise is homework to be completed and submitted between November 5, and will be graded as part of your evaluation ! ! !