ACME Motorcycles & More

Comprehensive analysis to discover and prepare a new marketing strategy.

Businesses are constantly looking for new avenues of growth. This analysis uses customers purchasing behavior to predict future buying habits with a recommender algorithm. Explore the the data via an interactive Tableau Dashboard.

Includes a YouTube video detailing the analysis.

Skills Demonstrated:

  • Cosign similarity with recommender algorithm

  • Time series forecasting

  • Marketing analysis

  • Data aggregation

  • Business insights

  • Exploratory data analysis

  • Data visualization

  • Storytelling through data

  • Tableau Dashboard / Data reporting

QB-iQ

An advanced football metric to quantify quarterbacks decision making.

The goal of QB-iQ was to identify quarterbacks that consistently target the optimal receiver on a given pass play. Utilizes the NFL’s Player Tracking data from the Big Data Bowl 2021 Kaggle Competition.

Skills Demonstrated:

  • Advanced data visualization

  • Data cleaning & aggregation

  • “Big Data”

    • Over 15 million observations

  • Feature engineering

  • Ensemble modeling

    • Neural Networks

    • Decision Trees

    • Logistic Regression

  • Model deployment

    • Interactive web portal

    • Interactive data visualization

Good Dogs

Harnessing the power of machine learning to reduce adoption waiting times.

Some stray dogs are at risk of experiencing exceptionally long adoption wait times while waiting for the perfect dog lover to provide them a new home. Analyzed open source data from Austin Animal Center to help expedite dog adoptions all around the United States.

Skills Demonstrated:

  • Team Lead

  • Data compilation

  • REST APIs

  • Data pipelines

  • Exploratory Data Analysis

  • Linear Regression

  • Classification modeling

    • Decision Trees

    • Neural Network

    • XGBoost

    • Support Vector Machine

  • Principal Component Analysis

    • Feature reduction

  • Model Deployment

    • Web portal

    • Tableau Dashboard

  • Data Science for Social Good

Cho-connoiseur

How much data analysis and insights extraction can be done in one day, you ask?

Hopefully more ounces of analysis were completed in one day of working on this project than ounces of chocolate I consumed while working on it. No guarantees!

Skills Demonstrated:

  • Single day project

    • Time management

    • Understanding scope

  • Exploratory Data Analysis

  • Data visualization

  • Correlation analysis

  • Feature Selection

  • Data Insights

  • L1 Linear regression

  • L2 Linear regression

  • Decision Trees

  • Ada Boost

Hotdog or Notdog?

Using convolutional neural network to find myself a good hotdog.

A fun mini-project training a Convolutional Neural Network to predict if an image contains a hotdog or not. Grab the mustard and enjoy some machine learning fun.

Skills Demonstrated:

  • Model tuning

    • Bias/Variance tradeoff

    • Regularization

  • Computer Vision

  • Convolutional Neural Network

  • Data Science for fun