ml.js

Machine learning and numerical analysis tools in JavaScript for Node.js and the Browser

Pinned Repositories

distance
Distance functions to compare vectors
Language:TypeScript73 15 64
feedforward-neural-networks
A implementation of feedforward neural networks based on wildml implementation
Language:JavaScript28 13 74
kmeans
K-Means clustering
Language:TypeScript95 14 1213
knn
A k-nearest neighboor classifier algorithm.
Language:JavaScript143 10 922
levenberg-marquardt
Curve fitting method in JavaScript
Language:TypeScript74 17 3317
libsvm
LIBSVM for the browser and nodejs :fire:
Language:JavaScript86 6 2513
matrix
Matrix manipulation and computation library
Language:JavaScript377 15 8356
ml
Machine learning tools in JavaScript
Language:JavaScript2.7k 84 89211
pca
Principal component analysis
Language:TypeScript100 16 2623
random-forest
Random forest for classification and regression.
Language:JavaScript63 9 2122

ml.js's Repositories

mljs/knn
A k-nearest neighboor classifier algorithm.
Language:JavaScript143 10 922
mljs/kmeans
K-Means clustering
Language:TypeScript95 14 1213
mljs/regression-multivariate-linear
Multivariate linear regression
Language:JavaScript33 13 1613
mljs/curve-fitting
Levenberg Marquardt curve-fitting: minimize sum of weighted squared residuals
Language:JavaScript14 12 57
mljs/confusion-matrix
Confusion matrix for supervised classification
Language:TypeScript12 12 54
mljs/savitzky-golay-generalized
General Least-Squares Smoothing and Differentiation by the Convolution (Savitzky-Golay) Method Peter A. Gorry
Language:TypeScript12 7 33
mljs/pls
PLS regression algorithm
Language:JavaScript11 13 135
mljs/convolution
Convolution using the FFT or direct algorithm.
Language:JavaScript8 9 21
mljs/dbscan
Language:TypeScript6 6 12
mljs/distance-euclidean
Compute the euclidean distance between two vectors
Language:TypeScript5 11 01
mljs/floyd-warshall
Algorithm for finding shortest paths in a weighted graph with positive or negative edge weights (but with no negative cycles)
Language:TypeScript4 11 24
mljs/nmf
Non-negative Matrix Factorization (NMF)
Language:JavaScript3 8 12
mljs/airpls
Baseline correction using adaptive iteratively reweighted penalized least squares
Language:JavaScript2 8 32
mljs/dataset
dataset for multivariate analysis
Language:JavaScript2 5 11
mljs/ml-pipe
Language:TypeScript2 3 32
mljs/pcr
Language:TypeScript2 7 61
mljs/regression-theil-sen
Method for robust fitting a line to a set of points
Language:JavaScript2 7 01
mljs/statistics
Language:JavaScript2 6 22
mljs/baseline-correction-regression
Iterative regression-based baseline correction.
Language:JavaScript1 8 02
mljs/dataset-metadata
a class to manipulate metadata for statistical analysis
Language:JavaScript1 6 0
mljs/regression-base
Base class for regression packages
Language:TypeScript1 13 53
mljs/regression-polynomial-2d
Language:TypeScript1 6 2
mljs/affine-transform
Get and apply affine transform to 2D points
Language:TypeScript10 3
mljs/directional-distribution
Language:TypeScript7 2
mljs/integral-transforms
Language:TypeScript5 31
mljs/linear-sum-assignment
Package to perform a linear sum assignment even if the cost matrix is rectangular.
Language:TypeScript4 8
mljs/nnls
Non-Negative Least-Squares
Language:TypeScript6 11
mljs/ransac
Language:TypeScript10 4
mljs/roc-multiclass
Language:TypeScript2 8
mljs/rolling-ball-baseline
rolling ball baseline correction
Language:TypeScript10 113