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awesome-artificial-intelligence

A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers

blogforcryptographictrials

borda-academy-software-internship-assignment

cross-domain

database-project

expectation-maximization-algorithm-from-scratch

Implement Expectation-Maximization(EM) Algorithm on Gaussian Mixture Models to cluster the given data within the files. Plot the data points on a scatter plot using a unique color for each cluster. Repeat the procedure for K ∈ {2, 3}.

facets

Visualizations for machine learning datasets

geneticvariantclassification

internship-assignment

k-means-clustering-from-scratch

Implementing K-Means Clustering From Scratch

k-nn-smoother

Implement k-NN Smoother using Gaussian kernel and a fixed number of neighbors (k). Use Mahalanobis distance.

kanbankasi

lda-from-scratch

An implementation of Linear Discriminant Analysis(LDA) from scratch for OptDigits dataset

linear-quadratic-discriminant-functions

There are linear and quadratic discriminant classifier functions from scratch

machine-learning

mlp-autoencoder

Implement multilayer perceptrons (MLP) that contains a hidden layer and tanh activation function(only hidden layer) with 64 input, 2 hidden, and 64 output units. Train the network using stochastic gradient descent with mini-batches and use mean-square-error (MSE) as the loss function. Train your MLP for multiple epochs with optdigits.tra and visualize the output of the hidden layer on a scatter plot.

mlp-for-classification-from-scratch

nonparametric-classification-gaussian-kernel

Implement the multivariate nonparametric classification algorithm with Gaussian kernel from scratch. Use Mahalanobis distance to normalize the variances. S denotes the covariance matrix of the training set.

numberstonumerals

owngansketching

pca-from-scratch

An implementation of Principal Component Analysis(PCA) from scratch for OptDigits dataset, and visualization

readme-template.md

A README template for anyone to copy and use.

slack-gitsin

A beautiful Slack command line interface.

veribilimikursnotlari

web-project

www20-hands-on-tutorial

Materials for DGL hands-on tutorial in WWW 2020