pomkos / dynamic_biking

A script with webgui to get dynamic bike output files ready for MatLab entropy analysis

Hi there 👋

• Learning about: the Spanish language with Duolingo
• Ask me about: entropy, Parkinson's, exercise
• Fun fact: Pizza made and eaten in Italy might protect against illness and death. (Silvano Gallus, 2019 IG Nobel Prize winner in Medicine)

Notable links

• Resume
• CV
• Dissertation

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

8. Homeserver Setup #Linux, #Ubuntu, #Docker
9. Hassio Setup
10. Cookpad Scraper #Python, #BeautifulSoup, #Selenium

dynamic_biking's Issues

Mac compatibility needed

Step 2 only clips one side of the graph