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jennifer19's Projects

feature_generator_in_spark icon feature_generator_in_spark

Utilize sci-kit learn library to assist in optimizing machine learning feature generation within Spark environment

gaft icon gaft

A Genetic Algorithm Framework in Python (This repo is for learning purpose, NOT production)

genetic-cnn icon genetic-cnn

CNN architecture exploration using Genetic Algorithm

gentun icon gentun

Hyperparameter tuning for machine learning models using a distributed genetic algorithm

hypernn icon hypernn

Academic project to optimize neural network hyper parameters.

jmetalsp icon jmetalsp

A framework for Big Data Optimization with multi-objective metaheuristics

kmpso icon kmpso

KMeans-PSO Clustering algorithem base on apache spark

micmat icon micmat

MICMat is a Python interface for Intel's Xeon Phi.

models icon models

Models and examples built with TensorFlow

movie-recommender-system-in-spark icon movie-recommender-system-in-spark

Implementing a Recommender System in Spark to predict ratings of movies. Utility matrix is based on the Movie Lens dataset. Using the Products of Factors technique for the system and optimizing the loss function with ALS.

parallel-text-processing-using-spark icon parallel-text-processing-using-spark

Analysis of Latin documents provided by Classics department of University of Buffalo. Performed normalization and lemmatization on the latin texts. Scaled the number documents from 2 to 80 and compared the performance on scaling and optimized the algorithm for better performance. Tools: VMWare

psoalgorithms icon psoalgorithms

This is my undergraduate thesis about high-performance discrete particle swarm optimization (PSO) algorithm and software development of application on JSSP problem.

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