fu-chang-kai Goto Github PK

engine

Engine is a recommendation system which get movies list from China Airlines and parse the movies' information. It will map ratings on IMDB and recommend the top five movies to the users

linear-regression-boston-housing

my-best-partner-backend

A web application which University students can create a new activity such as coursework projects, Hackathon competition and other extracurricular activities. The students with required skills and real passion could have the chance to have his best team members. according to their interest.

ocr-text-mining

Using several data mining stacks to conduct unsupervised document clustering to Optical character recognition (OCR) books.

prediction-on-iris-plants-database

a linear regression model is built with numpy, matplotlib and pandas to classify four attributes of Iris Plants.

reveal

Reveal is a function which visually displays the relation between economic growth(gdpPercapita) and life expectancy(lifeExp) of specific continents and country groups

time_series_prediction-covid-19

The aim of this repository was to predict the outbreak of COVID-19 (SARS-CoV-2) in the United States using historical daily confirmed cases and twitter data. In terms of time-series problems, the predicting capabilities of the well-known autoregressive (AR) and a modified Recurrent Neural Network (RNN) with merge layer and dense residual links were compared. For the proposed RNNCON-Res model, the merge layer combines tweets volume as additional features to capture the temporal changes of the COVID-19 pandemic. Dense residual links can effectively restrain over-fitting problem and make the training process more rapid. In addition, Data figure analysis was implemented to gain insight that tweets volume is highly correlated to historical confirmed cases specifically for states hit by the pandemic in an early timeframe. In summary, the proposed RNNCON-Res model demonstrates dominating capability in country-level prediction.