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pomkos/README.md

Hi there πŸ‘‹

Notable links

Data Science Projects

Really, really cool stuff

Parkinson's Disease

  1. Dissertation: statistical models to investigate Parkinsonian symptom's response to a custom built dynamic bike 🎬 (paper) #MultiModal Regression, #LinearRegression, #R, #Python, #SQLite
  2. Research into demographic variables' effect on Parkinsonian symptom presentation 🎬 (paper) #ApEn, #SamEn, #R, #Python, SQLite, #SegmentedRegression, #Automation, #Lubridate, #Pandas, #Ggplot2
  3. Research into dance and Parkinson's Disease 🎬 (paper) #ApEn, #SamEn, #TimeSeries, #SQLite
  4. Entropy of Parkinsonian Tremors #ApEn, #SamEn, #TimeSeries, #SQLite

Technique Demonstration

All in One

  1. A classic: predict survivors from the Titanic dataset #GridSearchCV, #KNN, #LogisticRegression, #RandomForestClassifier

EDA

  1. How do NYC high schools perform? #Pandas, #Numpy, #Regex, #Matplotlib, #Seaborn
  2. What is the most popular ML/DL topic on StackExchange? #API, #Matplotlib, #Seaborn, #Correlations
  3. Which Star Wars episode is the most popular? #Matplotlib, #Seaborn, #Pandas
  4. Basic EDA of CIA Factbook using SQL #SQL
  5. What populations should a distance learning company focus on? #Pandas, #Numpy, #Matplotlib, #Seaborn

Data Visualization

  1. Figures created for dance paper #Ggplot, #Cowplot, #GridExtra
  2. Finished ML projects, including plots #Matplotlib, #Seaborn, #Pplotly
  3. Powerpoint of plots created for Dissertation #Matplotlib, #Ggplot
  4. Visualization and prediction of marathon placement #Seaborn, #Plotly, #GeoPandas, #Chloropeth

Dashboard

  1. Airbnb Dash 🎬 (demo) #Tableau
  2. Covid Dashboard 🎬 (demo) #Streamlit
  3. Covid Plotly Dash #PlotlyDash, #Docker

Machine Learning

  1. Spam or Ham classifier #Probability
  2. Are there any patterns in Jeapordy questions? #ChiSquare
  3. An algorithm to predict car prices on the market #KNN
  4. Predict housing prices #LinearRegression, #KFold
  5. Predict the number of bikes rented in a shared-bike program #LinearRegression, #DecisionTree, #RandomForest
  6. Build a model to recognize handwritten numbers #KNN, #NeuralNetwork
  7. Fun little model, predicting your marathon placement in the Akron Marathon 🎬 (demo) #RandomForest

Software Engineering Projects

Used in Prod

  1. Dynamic Bike Analyzer and helper functions #Bash, #Streamlit
  2. Dynamic Bike Data Munger #PySimpleGUI
  3. Noraxon Data Munger #R Studio

Used by Friends

  1. Payme Calculator 🎬 (demo) #Python, #Streamlit, #Bash, #Regex
  2. WhereIs #Python, #Streamlit
  3. Streamlit Starter #Linux, #Bash
  4. Protein per Cost Calculator #Python, #Streamlit, #API

Personal Projects

  1. Homeserver Setup #Linux, #Ubuntu, #Docker
  2. Hassio Setup
  3. Cookpad Scraper #Python, #BeautifulSoup, #Selenium

Pinned

  1. entropy_tremor entropy_tremor Public

    Calculate SamEn and ApEn of tremors measured with the KinesiaONE system

    Jupyter Notebook

  2. biking biking Public

    Modify, combine, clean excel files for further analysis in SPSS, R, or Matlab

    Jupyter Notebook 2

  3. payme payme Public

    Just a simple repo to calculate how much to request from people after a night out

    Python 1 4

  4. Finished-Projects Finished-Projects Public

    Machine learning projects using R and Python, from Udemy, DataQuest, and other sources

    Jupyter Notebook 1

  5. dissert dissert Public

    HTML 2

  6. streamlit_starter streamlit_starter Public

    A script to start streamlit scripts in the background

    Shell 2