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blood-cells-recognition

Created a computer vision model based on images taken with microscope and identified different types of blood cells that indicated different stages of malaria.

cloud-computing

This is repository has all files and instruction needed for cloud computing class.

code-style-guides

Idiomatic, widely-used code style guides for various programming languages.

data-mining

This is repository has all files and instructions needed for data mining class.

dats-6103-individual-project-3

This is my individual project of Data Mining class about Airbnb data analysis in the end of 19 Spring semester.

deep-learning

This is repository has all files and instruction needed for deep learning class.

eda-of-dc-residential-properties

Detailed EDA, including classification, forecasting, hypothesis test, model selection.

fashion-mnist

A MNIST-like fashion product database. Benchmark :point_right:

gan-intriduction

generative-dog-images-gan

This project comes from a Kaggle Competiton named Generative-Dog-Images. Deep Convolutional GAN (DCGAN) and Conditional GAN (cGAN) are applied to generate dog images. Created a model to randomly generate dog images which are not existed in the original dataset.

images-generator-with-gan

Structured an image generator with the cutting-edge machine learning technic – GAN (Generative Adversarial Networks) based on the concepts of game theory, and Keras TensorFlow Core；Pursued to leverage image data to generate new images under the mutual supervision of the internal neural networks.

improved-bagan-gp

Generate high quality images for each class even with an imbalanced dataset. An improved version of Balancing GAN.

programming_workshop

python-machine-learning-book-3rd-edition

The "Python Machine Learning (3rd edition)" book code repository

question-labeling

s20_ds_nlp

santander-transaction-prediction-with-gridsearchcv

Built sklearn pipeline to perform multiple models hyperparameter tuning with Grid Search Cross-Validation.

stock-prediction-models

Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations

teaching

top-countries-visualization

Analysis of top countries: GDP, Military Spending, Healthcare Spending, Educational Spending, Population.

visualization-covid-19

Visualized the spread of COVID-19 over time in the webpage. Embedded easy-to-use dashboard based on Tableau and ECharts for comparison by users.

visualization-flight-delay

Applied plotly, pandas, seaborn packages to visualize the complex dataset of flight delays in the US.