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Yun Zhang's Projects

atomsphere-regional-model icon atomsphere-regional-model

a hydrostatic model in spherical-sigma-pressure coordinate with complete Fortran90-based program packages has been proposed and tested by several applications including the simulations of atmospheric motions and passive gas migration under different scenarios.

boston_housing icon boston_housing

Applied different regression models to prediction the sale price for houses in Boston region

customer_segments icon customer_segments

Reviewed customer purchase data in different categories and applied unsupervised learning techniques to discover the patterns and natural segments that the customers fit into.

finding_donors icon finding_donors

Investigated factors that affect the likelihood of charity donations being made based on real census data and developed a naive classifier to identify possible donors.

freeml icon freeml

Data Science Resources (Mostly Free)

image-classification icon image-classification

Preprocessed sample images and trained a convolutional neural network to develop a classifier for images from the CIFAR-10 dataset.

smartcab icon smartcab

Applied reinforcement learning to design a scheme to automatically learn an optimal driving strategy based on rewards and penalties.

text-detection-ctpn icon text-detection-ctpn

text detection mainly based on ctpn model in tensorflow, id card detect, connectionist text proposal network

zillow_zestimate_error icon zillow_zestimate_error

Analyzed and visualized the dataset for the Zillow data competition on Kaggle, applied different regression models to predict errors in Zillow home value prediction, and identified the important features that induce prediction errors to improve the original algorithm.

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