HESS 2019 (Hanyang ERICA International Summer School), July 15~23, 2019
The objective of this course is to help non-major students understand the core concepts of computer science and artificial intelligence, so that they can obtain the knowledge necessary to adopt computing technologies to their own specialty throughout their career development.
Lecture Part One
Lecture Material
- Kwangkeun Yi, Computational Civilization
0. History of Computing
- Reference: Walter Isaacson, The Innovators - How a Group of Hackers, Geniuses, and Geeks Created the Digital Revolution
1. The Birth of Computer
- Universal Turing Machine
- Boolean logic and switching circuits
- Invention of computing machine
2. Software
- Algorithm and Complexity
- Language and Logic
3. Human-Computer Symbiosis
- Improving human intelligence
- Expanding human’s social instinct
- Breaking time and space boundaries
4. How Software Transforms Global Society
Lecture Part Two
Lecture Materials
1. What is AI?
- How should we define AI?
- Related fields
- Philosophy of AI
2. AI Problem Solving
- Search and problem solving
- Solving problems with AI
- Search and games
3. Real World AI
- Odds and probability
- The Bayes rule - Reference: Elementary Bayesian Inference
- Naïve Bayes classification
4. Machine Learning
- The types of machine learning
- The nearest neighbor classifier
- Regression
5. Neural Networks
- Neural network basics
- How neural networks are built
- Advanced neural network techniques
6. Implications
- About predicting the future
- The societal implications of AI
- Summary
Exam
Further Study
Lecturer
- Name: Doh Kyung-Goo
- Email: doh@hanyang.ac.kr
Who
