BRIIM - JavaScript in Machine Learning

The repository gives you an overview of all the resources for BRIIM - JavaScript in Machine Learning. You can contribute content to the official website too.

Intro

• A Guide to Machine Learning in JavaScript

Shallow Algorithms

• Linear Regression with Gradient Descent
• Univariate Linear Regression with Gradient Descent (Vectorized)
• Multivariate Linear Regression with Gradient Descent
• Multivariate Linear Regression with Normal Equation
• Logistic Regression with Gradient Descent in JavaScript
• Multi-Class Classification Logistic Regression with Gradient Descent in JavaScript

Neural Networks

• Neural Network in JavaScript with Deeplearn.js
• MNIST Digit Recognition Neural Network in JavaScript with Deeplearn.js

Domain Specific

• Recommendation System in JavaScript with MovieLens Database
• Spam Classifier with SVM in JavaScript

Linear Algebra, Calculus, Statistics

• Matrix Operations in JavaScript

Utility Libraries

• Math.js Util
• CSV to Matrix