AI216 Machine Learning and Pattern Recognition PDF Fall 2024/2025 Lecture Notes

AI216 Machine Learning and Pattern Recognition Delta University for Sciences and Technology Faculty of Artificial Intelligence Fall 2024/2025  Lectures Day Group Time Hall...

AI216 Machine Learning and Pattern Recognition Delta University for Sciences and Technology Faculty of Artificial Intelligence Fall 2024/2025  Lectures Day Group Time Hall Activity Sunday (B) 8:45 – 10:15 (438) Hall 8 Class (A) 10:15 – 11:45 (435) Hall 7 Monday (D) 8:45 – 10:15 (438) Hall 8 (C) 10:15 – 11:45 (435) Hall 7 TBD ALL Groups TBD My office Office Hour ❑ Other times are available by appointment ❑ The best way to contact me is by email Machine learning and Credit Title: Code: AI216 Pattern Recognition hours:3 Introduction to Artificial Credit Perquisite: Code: AI127 Intelligence hours:3 4 Lecture: 2 Tutorial: - Practical: 2 Total: hour/week Dr. Hanaa Salem Marie Fall 2024/2025  List of References: No. Reference Type Aurélien Géron, "Hands-On Machine Learning with Scikit-Learn, Keras, and 1. TensorFlow", 2th edition, O’Reilly, September 2019. Textbook John D. Kelleher, Brian Mac Namee, Aoife D'Arcy, “Fundamentals of Machine 2. Learning for Predictive Data Analytics: Algorithms, Worked Examples, and Textbook Case Studies. The MIT Press, July 24th, 2015 Andreas C. Miller & Sarah Guido, “Introduction to Machine Learning with 3. Python, 1st edition, O’Reilly, October 2016. Textbook Electronic 4. http://ciml.info Textbook https://www.datacamp.com/users/sign_up?redirect=%2Fcourses%2Funderst 5. anding-machine-learning%2Fcontinue https://alison.com/tag/machine- Free Online Courses learning?utm_source=google&utm_medium=cpc&utm_campaign=Performa 6. nce-Max_Tier-5_Alison- Profiles&gad_source=1&gclid=Cj0KCQjwr9m3BhDHARIsANut04aqlRuFECg n21ZVVfenEDv0c6uUe2Ux5WXSnJ4g3a5bJfoTD5SgKTUaAsElEALw_wcB Dr. Hanaa Salem Marie Fall 2024/2025  Lecture 4 Chapter 2 Limits of Learning Dr. Hanaa Salem Marie Fall 2024/2025 What we will learn in this session … Dr. Hanaa Salem Marie Fall 2024/2025 Inductive Bias Dr. Hanaa Salem Marie Fall 2024/2025  Examples of Examples of Class A Class B Dr. Hanaa Salem Marie Fall 2024/2025 How about these? Dr. Hanaa Salem Marie Fall 2024/2025 Inductive Bias Dr. Hanaa Salem Marie Fall 2024/2025 Inductive Bias in DT learning Dr. Hanaa Salem Marie Fall 2024/2025  Not Everything is Learnable Dr. Hanaa Salem Marie Fall 2024/2025 Not everything is learnable Dr. Hanaa Salem Marie Fall 2024/2025 Overfitting/ Underfitting Dr. Hanaa Salem Marie Fall 2024/2025 Evaluating the learned hypothesis h Dr. Hanaa Salem Marie Fall 2024/2025 Training error is not sufficient! Dr. Hanaa Salem Marie Fall 2024/2025 Overfitting... Dr. Hanaa Salem Marie Fall 2024/2025 Underfitting Dr. Hanaa Salem Marie Fall 2024/2025 Example Dr. Hanaa Salem Marie Fall 2024/2025  Proper Evaluation... Dr. Hanaa Salem Marie Fall 2024/2025 Recall: Formalizing Induction Dr. Hanaa Salem Marie Fall 2024/2025 Overfitting Dr. Hanaa Salem Marie Fall 2024/2025 Solution: Evaluate on Test Data Dr. Hanaa Salem Marie Fall 2024/2025 The Cardinal Rule of ML Dr. Hanaa Salem Marie Fall 2024/2025 Dr. Hanaa Salem Marie Fall 2024/2025 Solution: Evaluate on Test Data Dr. Hanaa Salem Marie Fall 2024/2025 Overfitting Dr. Hanaa Salem Marie Fall 2024/2025 Overfitting Dr. Hanaa Salem Marie Fall 2024/2025  Model, Parameters, and Hyperparameters Models & Parameters Dr. Hanaa Salem Marie Fall 2024/2025 Hyper-Parameters Dr. Hanaa Salem Marie Fall 2024/2025 Tuning Hyper-Parameters Dr. Hanaa Salem Marie Fall 2024/2025 Train/Dev/Test Sets Dr. Hanaa Salem Marie Fall 2024/2025 Train/Dev/Test Sets Dr. Hanaa Salem Marie Fall 2024/2025 Example: DT Dr. Hanaa Salem Marie Fall 2024/2025 The General Approach... Dr. Hanaa Salem Marie Fall 2024/2025 What You Should Know So Far... Dr. Hanaa Salem Marie Fall 2024/2025  Thank You Associate Prof. Hanaa Salem Marie 2024/2025