Teaching

General Introduction to Artificial Intelligence

• Undegraduate course, Longshan Honors School, Shandong University of Finance and Economics
• Freshman fall semester, 12 weeks, 2 class hours per week
• Syllabus
  • Introduction (2 hours)
  • Knowledge Representation and Reasoning (4 hours)
  • Search Methods (2 hours)
  • Nature-Inspired Computational Intelligence (2 hours)
  • Machine Learning (4 hours)
  • Neural Networks and Deep Learning (4 hours)
  • Generative Artificial Intelligence (2 hours)
  • General Large Language Models (2 hours)
  • AI+ Research (2 hours)

Deep Learning

• Graduate course, School of Computer Science and Technology, Shandong University of Finance and Economics
• First-year graduate spring semester, 16 weeks, 2 class hours per week
• Syllabus
  • Introduction (2 hours)
  • Neural Network Optimization (4 hours)
  • Convolutional Neural Networks (4 hours)
  • Recurrent Neural Networks (2 hours)
  • Attention Mechanism (4 hours)
  • Pre-trained Model (4 hours)
  • Graph Neural Networks (2 hours)
  • Deep Reinforcement Learning (4 hours)
  • Generative Adversarial Networks (2 hours)
  • VAE & Diffusion Model (4 hours)