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Li Xiaohong's Projects

aprioriexercise icon aprioriexercise

A simple implementation for frequent pattern mining exercise using Apriori algorithm for a sample data in Python, using Set data structure

datastreammedian icon datastreammedian

Implementation of median extraction given a data stream to continuously extract data stream median using two heap data structure in Python, with implementation of max heap

dijkstrashortestdistance icon dijkstrashortestdistance

Implementation of Dijkstra algorithm to calculate shortest distance of a directed graph using Heap with dictionary data structure in Python

gaussianmixture icon gaussianmixture

Implementation of guassian mixture, with application to image segmentation

huffmancoding icon huffmancoding

Implementation of Huffman coding for a given list of weights using Heap data structure in Python

inversioncount icon inversioncount

Implementation of Array Inversion Count using Divide and Conquer in Python

kargermincut icon kargermincut

Implementation of Karger mincut with memory efficiency using Adjacency List in Python

kernl icon kernl

Kernl lets you run PyTorch transformer models several times faster on GPU with a single line of code, and is designed to be easily hackable.

kmeansexercise icon kmeansexercise

A simple implementation for KMeans clustering exercise for a sample data, with KMeans++ initialization in Python

kmeansvectorquantizer icon kmeansvectorquantizer

Implementation of vector quantizer using KMeans clustering and test with UCI daily life activity dataset

knapsack icon knapsack

Implementation of Knapsack exact solution by dynamic programming in Python

kruskalcluster icon kruskalcluster

Implementation of Kruskal Clustering algo using Lazy Union Find, union by rank, with path compression in Python

linearsvmclassifier icon linearsvmclassifier

Implementation of Linear SVM Classifier with SGD, learning rate decay, test with UC Irvine machine learning Adult Income dataset

maxweightindependentpath icon maxweightindependentpath

Implementation of finding Max Weight Independent Path given a path graph using dynamic programming in Python

megatron-deepspeed icon megatron-deepspeed

Ongoing research training transformer language models at scale, including: BERT & GPT-2

naivebayesclassifier icon naivebayesclassifier

Implementation of Normal and Bernoulli Naive Bayes Classifier, test with pima-indian-diabetes and MNIST dataset and comparison with sklearn Naive Bayes implementation

nemo icon nemo

NeMo: a toolkit for conversational AI

pca icon pca

Implementation of PCA, test with iris dataset (with additional handcrafted noisy iris data set), compare with sklearn PCA

phraseminingexercise icon phraseminingexercise

A simple implementation for phrase mining exercise as consecutive sequential mining using vertical data format for a sample data in Python, using DataFrame data structure

poca icon poca

Implementation of PoCA, test and visualize with CIFAR-10 data set, using different distance measures

quicksorter icon quicksorter

Implementation of quick sort for integer arrays in Python

resnet18 icon resnet18

Implementation of ResNet18 and test with CIFAR10

sentimentclassifierlstm icon sentimentclassifierlstm

Implementation of Bidirectional LSTM with configurable hidden unit, learning rate, dropout and pretrained GloVE word embedding for sentimemt classifier in Keras

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