7017227 / pattern-recognition Goto Github PK

2.3 Introduction to R ==> Crash course on Python and Jupyter notebook

3.6 Linear regression

• Lab 3. Linear regression using statsmodels
• Lab 3. Linear regression using scikit-learn

4.6 Logistic Regression, LDA, QDA, and KNN

• Lab 4

5.3 Cross-Validation and the Bootstrap

6.5 Lab 1: Subset Selection Methods

6.6 Lab 2: Ridge Regression and the Lasso

6.7 Lab 3: PCR and PLS Regression

7.8 Non-linear Modeling

8.3 Lab: Decision Trees

9.6 Support Vector Machines

10.4 Lab 1: Principal Components Analysis

10.5 Lab 2: Clustering

10.6 Lab 3: NCI60 Data Example

• Data sets are here

• You can clone this repository by typing

  git clone [email protected]:ys7yoo/pattern-recognition.git
  

• You can 'pull' the latest version to your local repository by typing

  git pull
  

• If you forked this repository and want to get the updated version, follow tips here.

  git remote add upstream [email protected]:ys7yoo/pattern-recognition.git
  git fetch upstream
  git rebase upstream/master