WEBVTT 00:00:10.040 --> 00:00:12.179 (한국어 번역 by 박세민) 00:00:12.179 --> 00:00:15.449 이 강의는 Stanford Center for Professional Development에 의해 전달되었습니다. 00:00:15.449 --> 00:00:22.449 . 00:00:25.119 --> 00:00:29.819 오늘 할 이야기는 여러 종류의 Learning algorithm에 대한 것입니다. 특히, 00:00:29.819 --> 00:00:32.790 generative learning algorithms에 대해 먼저 이야기 하고 00:00:32.790 --> 00:00:37.840 Gaussian Discriminant Analysis(GDA)라고 불리는 알고리즘에 대해 이야기 할 거에요. 00:00:37.840 --> 00:00:43.340 잠깐 옆길로 빠져서 Gaussian에 대해 이야기 할 것이고, 00:00:43.340 --> 00:00:45.700 그 후 간단히 Generative와 Discriminative learning algorithm에 대한 비교를 할 거에요. 00:00:45.700 --> 00:00:49.780 그리고 Naive Bayses랑 Laplace Smoothing에 대해 이야기하면서 강의를 마무리 짓기를 희망합니다. 00:00:49.780 --> 00:00:52.140 . 00:00:52.140 --> 00:00:55.020 Generative learning algorithm 논의의 동기 유발을 위해 00:00:55.020 --> 00:00:58.590 이전까지 이야기 했던 Classification algorithm과 대조해 보기로 하죠. 00:00:58.590 --> 00:01:02.100 이전까지 이야기 했던 Classification algorithm과 대조해 보기로 하죠. 00:01:02.100 --> 00:01:08.920 이런걸 하는 알고리즘을 생각해봅시다. 트래이닝 셋이 주어지고 00:01:08.920 --> 00:01:11.640 그리고 00:01:11.640 --> 00:01:15.370 알고리즘을 맞게 돌린다면 , logistic regression을 이 트레이닝 세트에 사용한다고 하였을 때, 00:01:15.370 --> 00:01:19.830 제가 생각하는 logistic regression은 데이터에서 00:01:19.830 --> 00:01:24.369 엑스표와 동그라미를 구분해주는 직선을 찾는 과정이에요. 즉, 일종의 00:01:24.369 --> 00:01:27.380 직선을 찾기위한 노력이죠. 00:01:27.380 --> 00:01:29.400 노이즈를 살짝 넣을게요. 00:01:29.400 --> 00:01:33.060 직선을 찾는건데 00:01:33.060 --> 00:01:34.430 that separates out 00:01:34.430 --> 00:01:38.630 the possitive and negative classes as well as possible 00:01:38.630 --> 00:01:42.570 00:01:42.570 --> 00:01:46.250 00:01:46.250 --> 00:01:47.230 00:01:47.230 --> 00:01:49.720 00:01:49.720 --> 00:01:51.100 00:01:51.100 --> 00:01:52.710 00:01:52.710 --> 00:01:54.080 00:01:54.080 --> 00:01:57.930 00:01:57.930 --> 00:01:59.350 00:01:59.350 --> 00:02:01.530 00:02:01.530 --> 00:02:04.750 00:02:04.750 --> 00:02:08.720 00:02:08.720 --> 00:02:10.999 00:02:10.999 --> 00:02:12.359 00:02:12.359 --> 00:02:15.019 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