Skip to content
View ShaneTeel's full-sized avatar

Block or report ShaneTeel

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don't include any personal information such as legal names or email addresses. Markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this userโ€™s behavior. Learn more about reporting abuse.

Report abuse
ShaneTeel/README.md

๐Ÿ‘‹ Hey, I'm Shane!

๐Ÿ” About Me...

13 years of intelligence experience, completed 400-hour data science immersive, and am pursuing a BS in Data Science. Now, I'm actively building applied data science systems to scale intelligence workflows.

๐Ÿ› ๏ธ Technical Stack:

  • ๐Ÿ’ป Programming & Development: Python | SQL | Java | Conda | Git | GitHub | Bash | VS Code
  • ๐Ÿง  Machine Learning: scikit-learn | imbalanced-learn | Regression | Classification | Clustering | Kalman Filter | RANSAC | Markov Chains
  • ๐Ÿ“ˆ Data Analysis & Visualization: Pandas | NumPy | SciPy | Matplotlib | Seaborn | Plotly
  • ๐ŸŒ Spatial Analysis: Shapely | GeoPy | Folium | GeoPandas | Trackintel | scikit-mobility
  • ๐Ÿ‘๏ธ Computer Vision: YOLOv8 | OpenCV | Supervision (Multi-Object Tracking) | Homography

๐Ÿš€ Projects & Portfolio...

๐Ÿ—บ๏ธ Traffic Conflict Detection: Computer vision system that detects, catalogues, and geolocates vehicle conflict events from traffic camera footage by transforming pixel-space coordinates into real-world geographic coordinates.

Multi-Object Tracking

Geolocation within 1.47 meters (RMSE)

Conflict HeatMap

๐Ÿ“ก Pattern-of-Life Analysis Toolkit: Python package + Demo App for evaluating, processing, analyzing, and modeling individual-level mobility derived from location-based services.

Processed over 350,000 GPS traces

Taxonomy Global View Location Profile Charts

๐Ÿš— Lane Detection Classic: Lane-line detection pipeline that combines classical computer vision techniques with traditional machine learning.

0.94-0.99 R2 scores

Curved Road Demo


๐Ÿณ When I'm not coding...

I'm chilling with Dude (my son), Pumpkin (daughter 1), Lady Bug (daughter 2), and Angel (my wife). If the weather's nice, you might find me flat-water kayaking at a lake near my home. If the weather's a little mean I'll probably be inside reading a book (I'm exploring casual non-fiction...we'll see how it goes). On the weekends, I'm in the kitchen cooking or baking (I'll fight you with my pancake recipe!). Regardless of the weather or the day of the week, I love learning and am always looking for ways to be better.


๐Ÿ“ซ How to connect...

I'm always open to a discussion on anything related to coding or the data science profession at large. Drop me a line and I'll probably get back to you in the evening while enjoying a glass of wine (got to get the kids down first).


๐Ÿ“Š GitHub Stats...

Shane's GitHub stats

Pinned Loading

  1. pattern-of-life-analysis pattern-of-life-analysis Public

    Python package + Demo App for understanding, processing, analyzing, and modeling individual-level mobility derived from location-based services.

    Python

  2. traffic-conflict-detection traffic-conflict-detection Public

    Computer vision system that detects, catalogues, and geolocates vehicle conflict events from traffic camera footage by transforming pixel-space conflict coordinates into real-world geographic coordโ€ฆ

    Python

  3. lane-detection-classic lane-detection-classic Public

    Lane-Line Detection System that combines classical computer vision techniques with traditional machine learning

    Python