2025
94%
accuracy
Predictive Churn Model
End-to-end ML pipeline predicting customer churn with 94% accuracy. Streamlit dashboard for stakeholder exploration.
PythonXGBoostStreamlit
Tyler Dial.
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AI for Humanity
Deep technical expertise in data science and production-grade software engineering — building AI-powered products that solve real-world problems.
Data ScienceMachine LearningSoftware EngineeringVisualizationStatistical ModelingFull-Stack DevelopmentData ScienceMachine LearningSoftware EngineeringVisualizationStatistical ModelingFull-Stack DevelopmentData ScienceMachine LearningSoftware EngineeringVisualizationStatistical ModelingFull-Stack DevelopmentData ScienceMachine LearningSoftware EngineeringVisualizationStatistical ModelingFull-Stack Development
Selected Work
Projects that
drive results
From AI prototypes to production-grade applications, each project showcases the intersection of rigorous data science and elegant engineering.
2025
10k/m
throughput
Real-Time Sentiment Engine
Streaming sentiment analysis API processing 10k tweets/min with sub-200ms latency. AWS auto-scaling.
NLPFastAPIRedis
2025
50k+
simulations
Portfolio Optimization Suite
Interactive mean-variance optimizer with Monte Carlo simulation and efficient frontier visualization.
ScipyPlotlyReact
2025
50M+
data points
Geospatial Analytics Platform
City-scale mobility analysis processing 50M+ GPS pings with H3 hexagonal spatial indexing.
GeoPandasDuckDBMapbox
About
About
Me
I'm a data scientist and software engineer who believes the best analytical tools are the ones people actually want to use. I combine rigorous statistical thinking with production-grade engineering to build applications that turn complex data into clear, actionable insight.
Toolkit
LanguagesPython · SQL · JavaScript · R
ML / DSscikit-learn · PyTorch · XGBoost
Data EngineeringPandas · DuckDB · Spark · dbt
InfrastructureDocker · AWS · FastAPI · Airflow
FrontendReact · Next.js · D3 · Plotly
CurrentlyML systems design & interactive visualization
Reading
Book Shelf
What I'm reading and what's shaped my thinking. Mostly at the intersection of data, systems, and design.
Currently Reading
Designing Data-Intensive Applications
Martin Kleppmann
72%
The Art of Statistics
David Spiegelhalter
45%
Thinking in Systems
Donella Meadows
20%
Recently Read
Designing Machine Learning SystemsChip Huyen
★★★★★The Visual Display of Quantitative InformationEdward Tufte
★★★★★An Elegant PuzzleWill Larson
★★★★★Naked StatisticsCharles Wheelan
★★★★★The Pragmatic ProgrammerHunt & Thomas
★★★★★BuildTony Fadell
★★★★★Writing
Recent Writing
Contact
Let's
connect.
Open to collaborations, interesting problems, and good conversation.
Connect on LinkedIn