SC310005 Artificial Intelligence at Khon Kaen University 2023 🎓🤖

Hello dear students! 🎉

• Welcome to our exciting AI course at Khon Kaen University! 🤖🎓
• Get ready to learn, explore, and create amazing projects together. 🚀
• If you have any questions, feel free to reach out anytime. 💬

Week 1: Intro to Numpy, Pandas 🧮

• Lecture Code
• Lab Activities
• Titanic Dataset

Week 2: Basic Pandas II 📊

• Lab Activities
• Mushroom Dataset

Week 3: Recap - Basic Pandas I & II 🔄

Week 4: Seaborn 📈

• Lecture Slides
• Lab Activities
• Mushroom Dataset

Week 5: Supervised Learning (Part I) 📚

• Lecture Slides
• Lab Activities
• Heart Attack Dataset

Week 6: Supervised Learning (Part II) 💡

• Lecture Slides
• Lab Activities
• Heart Attack Dataset

Week 7: Regression 📈

• Lecture Slides
• Lab Activities
• House Price Dataset

Week 8: Unsupervised Learning (Part I) 🌱

• Lecture Slides
• Lab Activities
• Dataset

Week 9: Apriori Association Rules & Recommender Systems 🔄

• Lecture Slides
• Lab Activities
• Dataset

Week 10: Deep Learning (Part I) - Convolutional Neural Networks 🧠

• Lecture Slides
• Lab Activities
• Dataset
• Code

Week 11: Deep Learning (Part II) - Custom CNN 🖥️

• Lecture Slides
• Lab Activities
• Code

Week 12: Convolutional Neural Networks for Image Classification 📷

• Lecture Slides
• Lab Activities
• Dataset

Week 13: Deep Reinforcement Learning 🕹️

• Lecture Slides
• Lab Activities

Week 14: Group Presentations and Q&A 🎤

Presentation format: Scientific poster 🌍

Recommended layout: Portrait A0