강의목록 Help
-
CHAPTER 1. Motivations and Basics강의시간01:16:15
-
강좌 수강을 환영합니다! 여기부터 꼭 보고 넘어가세요-!
- Writer
- Update :
- 2023.03.22
- 좋아요
- 723
-
1.1. Motivations
- Writer
- Update :
- 2023.03.24
- 좋아요
- 268
- 동영상
- 강의시간16:29
-
1.2. MLE
- Writer
- Update :
- 2023.03.17
- 좋아요
- 184
- 동영상
- 강의시간21:17
-
1.3. MAP
- Writer
- Update :
- 2023.03.15
- 좋아요
- 155
- 동영상
- 강의시간15:36
-
1.4. Probability and Distribution
- Writer
- Update :
- 2023.01.18
- 좋아요
- 128
- 동영상
- 강의시간22:53
-
Ch1. Quiz
- Writer
- Update :
- 2019.02.22
-
-
CHAPTER 2. Fundamentals of Machine Learning강의시간01:38:11
-
2.1. Rule Based Machine Learning Overview
- Writer
- Update :
- 2023.01.18
- 좋아요
- 104
- 동영상
- 강의시간17:30
-
2.2. Introduction to Rule Based Algorithm
- Writer
- Update :
- 2023.01.18
- 좋아요
- 81
- 동영상
- 강의시간24:10
-
2.3. Introduction to Decision Tree
- Writer
- Update :
- 2023.01.18
- 좋아요
- 77
- 동영상
- 강의시간09:14
-
2.4. Entropy and Information Gain
- Writer
- Update :
- 2023.01.19
- 좋아요
- 76
- 동영상
- 강의시간24:12
-
2.5. How to create a decision tree given a training dataset
- Writer
- Update :
- 2023.01.20
- 좋아요
- 67
- 동영상
- 강의시간23:05
-
Ch2. Quiz
- Writer
- Update :
- 2022.11.03
-
-
CHAPTER 3. Naive Bayes Classifier강의시간01:11:25
-
3.1. Optimal Classification
- Writer
- Update :
- 2023.01.23
- 좋아요
- 66
- 동영상
- 강의시간23:42
-
3.2. Conditional Independence
- Writer
- Update :
- 2023.01.23
- 좋아요
- 63
- 동영상
- 강의시간20:53
-
3.3. Naive Bayes Classifier
- Writer
- Update :
- 2023.01.23
- 좋아요
- 61
- 동영상
- 강의시간08:25
-
3.4. Naive Bayes Classifier Application (Matlab Code)
- Writer
- Update :
- 2023.01.24
- 좋아요
- 62
- 동영상
- 강의시간18:25
-
Ch3. Quiz
- Writer
- Update :
- 2017.04.13
-
-
CHAPTER 4. Logistic Regression강의시간02:00:38
-
4.1. Decision Boundary
- Writer
- Update :
- 2023.01.24
- 좋아요
- 50
- 동영상
- 강의시간18:05
-
4.2. Introduction to Logistic Regression
- Writer
- Update :
- 2023.01.24
- 좋아요
- 42
- 동영상
- 강의시간14:34
-
4.3. Logistic Regression Parameter Approximation 1
- Writer
- Update :
- 2023.01.24
- 좋아요
- 44
- 동영상
- 강의시간13:05
-
4.4. Gradient Method
- Writer
- Update :
- 2023.01.24
- 좋아요
- 41
- 동영상
- 강의시간22:46
-
4.5. How Gradient method works
- Writer
- Update :
- 2023.01.24
- 좋아요
- 42
- 동영상
- 강의시간09:44
-
4.6. Logistic Regression Parameter Approximation 2
- Writer
- Update :
- 2023.01.24
- 좋아요
- 45
- 동영상
- 강의시간10:02
-
4.7. Naive Bayes to Logistic Regression
- Writer
- Update :
- 2023.01.24
- 좋아요
- 40
- 동영상
- 강의시간24:09
-
4.8. Naive Bayes vs Logistic Regression
- Writer
- Update :
- 2023.01.24
- 좋아요
- 48
- 동영상
- 강의시간08:13
-
Ch4. Quiz
- Writer
- Update :
- 2018.07.24
-
-
CHAPTER 5. Support Vector Machine강의시간01:55:51
-
5.1. Decision Boundary with Margin
- Writer
- Update :
- 2023.01.26
- 좋아요
- 48
- 동영상
- 강의시간17:02
-
5.2. Maximizing the Margin
- Writer
- Update :
- 2023.01.27
- 좋아요
- 37
- 동영상
- 강의시간12:40
-
5.3. SVM with Matlab
- Writer
- Update :
- 2023.01.27
- 좋아요
- 37
- 동영상
- 강의시간10:11
-
5.4. Error Handling in SVM
- Writer
- Update :
- 2023.01.27
- 좋아요
- 36
- 동영상
- 강의시간16:05
-
5.5. Soft Margin with SVM
- Writer
- Update :
- 2023.01.27
- 좋아요
- 36
- 동영상
- 강의시간12:29
-
5.6. Rethinking of SVM
- Writer
- Update :
- 2023.01.27
- 좋아요
- 34
- 동영상
- 강의시간10:37
-
5.7. Primal and Dual with KKT Condition
- Writer
- Update :
- 2023.02.25
- 좋아요
- 36
- 동영상
- 강의시간15:49
-
5.8. Kernel
- Writer
- Update :
- 2023.01.29
- 좋아요
- 36
- 동영상
- 강의시간09:24
-
5.9. SVM with Kernel
- Writer
- Update :
- 2022.04.19
- 좋아요
- 39
- 동영상
- 강의시간11:34
-
Ch5. Quiz
- Writer
- Update :
- 2017.04.13
-
-
CHAPTER 6. Training Testing and Regularization강의시간01:42:48
-
6.1. Over-fitting and Under-fitting
- Writer
- Update :
- 2023.02.05
- 좋아요
- 38
- 동영상
- 강의시간16:35
-
6.2. Bias and Variance
- Writer
- Update :
- 2023.02.05
- 좋아요
- 34
- 동영상
- 강의시간19:05
-
6.3. Occam's Razor
- Writer
- Update :
- 2023.02.05
- 좋아요
- 31
- 동영상
- 강의시간19:53
-
6.4. Cross Validation
- Writer
- Update :
- 2023.02.05
- 좋아요
- 32
- 동영상
- 강의시간06:28
-
6.5. Performance Metrics
- Writer
- Update :
- 2023.02.05
- 좋아요
- 34
- 동영상
- 강의시간13:15
-
6.6. Definition of Regularization
- Writer
- Update :
- 2023.02.05
- 좋아요
- 34
- 동영상
- 강의시간14:26
-
6.7. Application of Regularization
- Writer
- Update :
- 2023.02.05
- 좋아요
- 40
- 동영상
- 강의시간13:06
-
Ch6. Quiz
- Writer
- Update :
- 2019.02.22
-
-
★강의 수강 후 의견을 부탁드리겠습니다.★
Coming soon.