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autumninthecloud/README.md

Hi there 👋

I'm Autumn Rains, an alumna of UC Berkeley's Master of Information and Data Science program (MIDS). I graduated in August, 2022. This repository consists of my personal and group project work from some of my courses while enrolled in the program. If you'd like to connect professionally, please add me on LinkedIn.

In my spare time, I am an active board member and advocate with local Arkansas nonprofits focused on housing issues in the state. My passion for this topic stems from a tragedy in my personal life in February, 2021. A very dear friend of mine passed away from carbon monoxide (CO) poisoning in his apartment in Little Rock, Arkansas. His family and our friends were not aware at the time that smoke or CO detectors are not required to be installed in rental units in Arkansas. I am on a mission to work with local legislators to make updates to local and state laws to improve tenant rights as well as create Data Science and IT solutions to raise awareness of this and other related housing issues.

Last, but not least, if you've read this far: Please check your surroundings for a functioning smoke and/or CO detector. Regardless of if you own your home, currently rent, or are a digital nomad in a hotel or abroad, please be sure to spend a few extra minutes to ensure the safety of you and your loved ones. If there is a source of naturgal gas in your residence, please be aware of signs of CO poisoning.

Repository Table of Contents

MIDS Coursework

-W210: Capstone - Influence Maximization and Fairness in Social Networks at Scale

-W231: Behind the Data

-W241: Causal Field Experiments

-W207: Machine Learning

-W203: Statistics

-W200: Programming with Python

-W209: Data Visualization - Tableau

Personal Advocacy

I've been researching and developing a product that utilizes AI and ML to identify building safety issues sooner. The product is called CodeQuery - check it out!

-UC Berkeley Calhacks AI/LLM hackathon - June 2023 - CodeQuery.AI

-CodeQuery.AI Devpost Project Page

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  1. IM_w_fairness IM_w_fairness Public

    Our group capstone project site for UC Berkeley's MIDS W210/Capstone.

    JavaScript 4

  2. Causal_Study_COVID-19_W203 Causal_Study_COVID-19_W203 Public

    Final Project for MIDS w203 - Do COVID-19 cases impact vacation travel trips for Texas for June 2021?

    HTML

  3. Game_Hangman_Python_W200 Game_Hangman_Python_W200 Public

    A simple game of hangman coded in Python. This is from a project for my MS in Data Science at UC Berkeley for W200 - Introduction to Data Science Programming. Have fun!

    Python

  4. Olive_Oil_Experiment_W241 Olive_Oil_Experiment_W241 Public

    A causal field experiment to understand if product preference can be influenced based on marketing messaging. Final Project for MIDS w241.

  5. Machine_Learning_W207 Machine_Learning_W207 Public

    Final Project for MIDS w207 machine learning course.

    Jupyter Notebook

  6. Behind_the_Data_Ethics_Housing_W231 Behind_the_Data_Ethics_Housing_W231 Public

    My personal & group project work for MIDS W231. I focused primarily on housing issues in the United States such as bias in algorithmic lending products.