Statistical Learning

1 Tree-based Learning

#Classification #Supervised Learning #Statistical Learning #Basics #Decision Tree

Tree-based learning

1 Confusion Matrix (Contingency Table)

#Statistical Learning #Basics #Learning Metrics #Classification

Confusion Matrix It is much easier to understand the confusion matrix if we use a binary …

1 Linear Methods

#Classification #Supervised Learning #Statistical Learning #Basics #Linear Models

linear methods

1 Machine Learning Overview

#Statistical Learning #Machine Learning #Basics

A brief overview of machine learning

1 Unsupervised Learning

#Unsupervised Learning #Statistical Learning #Basics

Unsupervised Learning! Principle components analysis Clustering K-means Clustering Algorithm: Assign …

2 Decision Tree

#Decision Tree #Supervised Learning #Statistical Learning #Basics

In this article, we will explain how decision trees work and build a tree by hand. The code used in …

2 Bias-Variance

#Statistical Learning #Basics

Bias Variance Trade off is a key concept in statistical learning

2 Unsupervised Learning: PCA

#PCA #Unsupervised Learning #Statistical Learning #Basics

Principal component analysis is a method to remove redundancies of the features by looking into the variances.

3 Logistic Regression

#Unsupervised Learning #Statistical Learning #Basics #Linear Models #Supervised Learning #Classification

logistics regression is a simple model for classification

3 Random Forest

#Decision Tree #Ensemble #Supervised Learning #Statistical Learning #Basics

random forest in machine learning

3 Unsupervised Learning: SVM

#SVM #Unsupervised Learning #Statistical Learning #Basics

unsupervised learning: support vector machine

My Data Wiki

#Introduction #Machine Learning #Data Science #Statistical Learning

A collection of my wiki articles related to data.

My Knowledge Cards

#Introduction #Machine Learning #Data Science #Statistical Learning

A collection of my snippets of knowledge

My Reading Notes

#Machine Learning #Data Science #Statistical Learning

A collection of my reading notes

TIL

#Introduction #Machine Learning #Data Science #Statistical Learning

Today I Learned