Course Title:

Advanced Artificial Intelligence

Course Overview:

This course offers a deep dive into advanced AI techniques and thir applications. It emphasizes hands-on implementation, theoretical insights, and research trends in areas like deep learning, reinforcement learning, natural language processing, explainability, and ethical AI.

Course Objectives:

1. Master state-of-the-art AI methods.
2. Gain proficiency in advanced tools and frameworks.
3. Critically analyze research papers in AI.
4. Solve real-world problems with advanced AI techniques.
5. Discuss the ethical, societal, and legal implications of AI.

Course Outline with Resources

Mid-term

Review - Confusion Metrics, Bagging and Boosting

Review of Machine Learning Fundamentals

Resampling

SamplingMethods_LinearModelSelectionAndRegularization__ISLP_website.pdf