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haden-liu's Projects

30days30submits icon 30days30submits

This is a challenge that I took to boost my HTML, CSS & JS skills. I made 30 submits and they are basically some little components or js apps.

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A full-stack web application to allow user to easily obtain freight pricing

dsi-capstone-project icon dsi-capstone-project

Capstone project of DSI. The dataset contains flight records among US cities during Janaury 2020. I used various classification algorithms to get the feature importances on factors that have impact to predict whether a future flight will be delayed. I also attempted the NLP techniques to calculate the feature importances of features with object datatype to impact the flight delaying.

dsi_project1 icon dsi_project1

Created and modified the elements and features with Python data structures and control flow in order to assist the online gaming development.

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Second project in DSI: 1. EDA & visualization to view historical insights of data. 2. Hypothesis Test & Outlier Analysis

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Applying the linear regression models with regualarization (Lasso & Ridge), as well as the feature re-engineering techniques to predict the housing sales prices, and obtain the feature importance with coefficient calculation

dsi_project4 icon dsi_project4

Using BeautifulSoup package to scrap the data science job details from Indeed website. And applying NLP techniques such as TF/IDF models to doing feature importance analysis on the factors impact on the job classification and salary

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