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인공지능 (교양)
인공지능 (교양)
인공지능이 바꿀 인간의 삶 by KIRD (국가과학기술인력개발원)
인공지능이 바꿀 인간의 삶 by KIRD (국가과학기술인력개발원)
The Story of Deep Learning (Artificial Intelligence)
The Story of Deep Learning (Artificial Intelligence)
Linear Algebra
Linear Algebra
MIT, 18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning, Spring 2018
MIT, 18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning, Spring 2018
MIT, 18.06 Linear Algebra, Spring 2005
MIT, 18.06 Linear Algebra, Spring 2005
Optimization
Optimization
Stanford, Convex Optimization
Stanford, Convex Optimization
Probability
Probability
MIT, Probabilistic Systems Analysis and Applied Probability by John Tsitsiklis
MIT, Probabilistic Systems Analysis and Applied Probability by John Tsitsiklis
Machine Learning
Machine Learning
POSTECH, Machine Learning for Mechanical Engineering
POSTECH, Machine Learning for Mechanical Engineering
Stanford, Machine Learning
Stanford, Machine Learning
MIT, Artificial Intelligence by Patrick H. Winston
MIT, Artificial Intelligence by Patrick H. Winston
CMU, Graduate Artificial Intelligence by Zico Kolter
CMU, Graduate Artificial Intelligence by Zico Kolter
POSTECH, Probabilistic Machine Learning
POSTECH, Probabilistic Machine Learning
Textbooks
Textbooks
Pattern Recognition and Machine Learning
Pattern Recognition and Machine Learning
Christopher M. Bishop
An Introduction to Statistical Learning
An Introduction to Statistical Learning
The Elements of Statistical Learning
The Elements of Statistical Learning
Trevor Hastie and Robert Tibshirani
Pattern Recognition
Pattern Recognition
Sergios Theodoridis
Deep Learning
Deep Learning
POSTECH, Deep Learning for Mechanical Engineering
POSTECH, Deep Learning for Mechanical Engineering
김성훈 교수, 모두를 위한 딥러닝 강좌
김성훈 교수, 모두를 위한 딥러닝 강좌
Idea Factory KAIST, 딥러닝 홀로서기
Idea Factory KAIST, 딥러닝 홀로서기
MIT, Introduction to Deep Learning
MIT, Introduction to Deep Learning
Stanford, Deep Learning by Andrew Ng
Stanford, Deep Learning by Andrew Ng
Stanford, CS231n: Convolutional Neural Networks for Visual Recognition
Stanford, CS231n: Convolutional Neural Networks for Visual Recognition
Textbooks
Textbooks
Deep Learning
Deep Learning
Ian Goodfellow
Dive into Deep Learning
Dive into Deep Learning
Alexander J. Smola
Reinforcement Learning
Reinforcement Learning
POSTECH, Reinforcement Learning for Mechanical Engineering
POSTECH, Reinforcement Learning for Mechanical Engineering
김성훈 교수, 모두를 위한 RL 강좌
김성훈 교수, 모두를 위한 RL 강좌
DeepMind, Introduction to Reinforcement Learning by David Silver
DeepMind, Introduction to Reinforcement Learning by David Silver
Textbooks
Textbooks
Reinforcement Learning
Reinforcement Learning
Richard S. Sutton
Data-driven Science and Engineering
Data-driven Science and Engineering
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