Course No: 0907451
Course Name: AI and Machine Learning

Microsoft Team: Link

Handouts:
Course Syllabus (pdf)

Slides:

• Course Introduction (pdf)
• AI
• Artificial Intelligence and Machine Learning Applications (pdf)
• Introduction to AI (pdf)
• ML
• Machine Learning Introduction (pdf)
• End-to-End Machine Learning Project (pdf)
• Classification (pdf)
• Information about the term project (pdf)
• Training Models and Regression (pdf)
• Classical Techniques (pdf)
• Unsupervised Learning and Clustering (pdf)
• Neural Networks (pdf)
• Artificial Neural Networks with Keras (pdf)
• Deep Neural Networks (pdf)
• Deep Computer Vision Using Convolutional Neural Networks (pdf)
• Recurrent Neural Networks (pdf)
• Reinforcement Learning (pdf)
• Recommender Systems (pdf)

Videos:

Solutions:

• Quiz 1A (pdf)
• Quiz 1B (pdf)
• Midterm exam (pdf)
• Quiz 2A (pdf)
• Quiz 2B (pdf)
• Final Exam (TBA)

Grades: Project and final exam marks (TBA)

Last update on 18/8/2022