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MellissaValle/README.md

Hi there, I'm Mellissa πŸ‘‹

Data Science Projects πŸ”­

Fraudulent Job Ads Detection

Development of a NLP classification model to analyze job postings and flag those that might be fake. Final model: accuracy of 97.673% and recall of 81.818%

Zillow Real Estate Time Series Analysis

Development of a predictive time series model on Zillow home sale price data to determine which 5 metro areas in New York State are the most optimal for short term real estate investment. Metric used: ROI.

Classification : Customer Churn

Development of a Logistic Regression Model for a telecom business. Accurately identify any patterns to minimize the turn rate for the company, and as a result decrease costs associated with losing and having to regrow its customer base.

Prediction: King County Housing Sale

Development of a multiple linear regression model to predict the price of houses in King County, Washington using data from the King County reality dataset. The goal is to provide an accurate prediction for the price of their client's home before putting it on the market.

Embedded Systems Projects ⚑

Internet Connected Smart House

Combination of a computer processor, computer memory, and input/output peripheral devices. Embedded microcontroller hardware connected to several environmental sensors to automate tasks.

Blogs πŸ’¬

Medium

  • Cloud Computing
  • Time Series Forecasting with Facebook Prophet
  • Scikit-learn: Machine learning in Python
  • Docker and Jupyter for Data Scientists
  • Why Docker? I Just Want to Deploy!
  • Transitioning Career to Data Science

Languages and Tools πŸ‘―

aws docker git heroku matlab mssql mysql opencv pandas postgresql python pytorch scikit_learn seaborn selenium sqlite

Β MellissaValle

Lets Connect πŸ“«

image Medium

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  1. Fraudulent-Job-Postings Fraudulent-Job-Postings Public

    NLP Classification Project. EDA, Data visualization, Modeling

    Jupyter Notebook 1

  2. Internet-Connected-Smart-House Internet-Connected-Smart-House Public

    Sensor Data from Embedded microcontroller hardware connected.

    C++ 1

  3. Zillow_Real_Estate_Time_Series_analysis Zillow_Real_Estate_Time_Series_analysis Public

    Forked from AidanStack/Zillow_Real_Estate_Time_Series_analysis

    Time Series Using ARIMA and Facebook Prophet

    Jupyter Notebook 1

  4. KingCountyHousingSaleModel KingCountyHousingSaleModel Public

    Forked from NicholasIndorf/KingCountyHousingSaleModel

    Developing a multiple linear regression model

    Jupyter Notebook

  5. CustomerChurn CustomerChurn Public

    Forked from DaveMcKinley/CustomerChurn

    Development of a Logistic Regression Model for Classification

    Jupyter Notebook

  6. Birds-Triangles-MATLAB Birds-Triangles-MATLAB Public

    Translation matrix, Rotation Matrix, Flipping Matrix and Duplicating

    MATLAB