[Coursera] Andrew Ng - Machine Learning 강의 요약 및 정리

Coursera에 있는 Andrew Ng 교수님의 Machine Learning 강의를 요약/정리한 것을 주차별로 모아두었습니다.

11주차는 따로 정리는 하지 않았고, 1 ~ 10주차까지의 강의 내용을 정리하였습니다.

 

Week 1:

2020/08/02 - [Coursera 강의/Machine Learning] - [Machine Learning] Intro / 머신러닝이란 ?

2020/08/02 - [Coursera 강의/Machine Learning] - [Machine Learning] Supervised Learning/Unsupervised Learning

2020/08/04 - [Coursera 강의/Machine Learning] - [Machine Learning] Model and Cost Function

2020/08/04 - [Coursera 강의/Machine Learning] - [Machine Learning] Gradient Descent

 

Week 2:

2020/08/07 - [Coursera 강의/Machine Learning] - [Machine Learning] Octave 설치 / Vectorization(벡터화에대해서)

2020/08/04 - [Coursera 강의/Machine Learning] - [Machine Learning] Multivariate Linear Regression

2020/08/04 - [Coursera 강의/Machine Learning] - [Machine Learning] Computing Parameters Analytically

2020/08/07 - [Coursera 강의/Machine Learning] - [Machine Learning] Exam 1(Programming Assignment)

Week 3:

2020/08/07 - [Coursera 강의/Machine Learning] - [Machine Learning] Logistic Regression 1

2020/08/07 - [Coursera 강의/Machine Learning] - [Machine Learning] Logistic Regression 2 (Cost Function, Gradient Descent, Multi-Class Classification)

2020/08/08 - [Coursera 강의/Machine Learning] - [Machine Learning] Regularization 정규화

2020/08/11 - [Coursera 강의/Machine Learning] - [Machine Learning] Exam 2(Week 3)

 

Week 4:

2020/08/12 - [Coursera 강의/Machine Learning] - [Machine Learning] Neural Networks : Model Representation(신경망 모델)

2020/08/14 - [Coursera 강의/Machine Learning] - [Machine Learning] Exam 3 (Week 4)

 

Week 5:

2020/08/15 - [Coursera 강의/Machine Learning] - [Machine Learning] Neural Network(Cost Function, Backpropagation Algorithm)

2020/08/15 - [Coursera 강의/Machine Learning] - [Machine Learning] Backpropagation in Practice

2020/08/18 - [Coursera 강의/Machine Learning] - [Machine Learning] Exam 4 (Week 5)

 

Week 6:

2020/08/20 - [Coursera 강의/Machine Learning] - [Machine Learning] Machine Learning System Design

 

Week 7:

2020/08/22 - [Coursera 강의/Machine Learning] - [Machine Learning] Support Vector Machine

2020/08/23 - [Coursera 강의/Machine Learning] - [Machine Learning] SVM : Kernel

2020/08/25 - [Coursera 강의/Machine Learning] - [Machine Learning] Exam 6 (Week 7)

 

Week 8:

2020/08/25 - [Coursera 강의/Machine Learning] - [Machine Learning] Unsupervised Learning 비지도 학습

2020/08/27 - [Coursera 강의/Machine Learning] - [Machine Learning] Dimensionality Reduction(PCA)

2020/08/27 - [Coursera 강의/Machine Learning] - [Machine Learning] Exam 7 (Week 8)

 

Week 9:

2020/09/02 - [Coursera 강의/Machine Learning] - [Machine Learning] Anomaly Detection

2020/09/04 - [Coursera 강의/Machine Learning] - [Machine Learning] Recommender Systems

2020/09/04 - [Coursera 강의/Machine Learning] - [Machine Learning] Exam 8 (Week 9)

 

Week 10:

2020/09/05 - [Coursera 강의/Machine Learning] - [Machine Learning] Gradient Descent with Large Datasets