Skip to content
master
Go to file
Code

Latest commit

 

Git stats

Files

Permalink
Failed to load latest commit information.
Type
Name
Latest commit message
Commit time
 
 
 
 
 
 
 
 
 
 
 
 
 
 

README.md

Machine Learning

Topics:

Classification

Percepton, Decision Trees, Support Vector Machine, Naive Bayes, Logistic Regression, Bagged Forests, k-Nearest Neighbors

Clustering

K-Means, K-Means++, Hierarchical, Lloyds Algorithm, Gonzalez

Document Similarity

Min Hashing, Locality Sensitive Hashing, n-grams, Jaccard Similarity

Gradient Descent

Batch and Stochastic Gradient Descent

PCA

Singular Value Decomposition: Singular values/vectors, Eigen values/vectors, etc

Regression

Linear Regression, Polynomial Regression, Overfitting, Cross Validation

Streaming/Frequency

Misra-Greis, Count-Min Sketch