🧠 I'm a data scientist and technical strategist with a background in physics, mathematics, and actuarial science, specializing in:

• 🚀 Machine Learning & AI – deep learning, reinforcement learning, predictive modeling
• 🛠 Platform Engineering – real-time pipelines, API-driven tools, cloud-native dev
• 📊 Performance Analytics – sports tech, match intelligence, and live game overlays

I blend science, sport, and code to build systems that analyze, optimize, and compete.

• 🧬 Scalable deep learning platforms for sports and esports analytics
• 🤖 Automation and telemetry tools for Discord + in-game overlays
• 📈 Time series systems for athlete monitoring and real-time decision support
• 📡 APIs and dashboards that turn raw data into competitive insights

💬 Let’s collaborate on anything involving:
AI x Interfaces, Sports Analytics, Game Telemetry, Real-Time ML, or Custom DevOps pipelines.

🔌 APIs, Automation & Integration
REST, GraphQL, Webhooks, OAuth2, Discord.py, Tweepy, Slack SDK, OBS WebSocket
Zapier, Make.com, Power Automate, n8n, Node-RED

🧱 App & UI Development
Streamlit, Dash, React (dashboards), HTML/CSS, Tailwind, Framer Motion, Figma-to-React
Custom overlay and telemetry interfaces for live sport/gaming data

📊 Business Intelligence & Reporting
Power BI, Tableau, Google Data Studio, Looker Studio, Excel, Notion AI, Alteryx Designer

💾 Databases, ETL & Query Engines
PostgreSQL, MySQL, DuckDB, BigQuery, Snowflake, SQL Server, MongoDB, Firebase
pgAdmin, SQLAlchemy, Polars, Trino, Athena, Alteryx, Power Query, Dataiku, Talend

🛠 Infrastructure & MLOps
AWS, Azure ML, IBM Watson Studio, Vertex AI, BigML, OpenNN
Docker, Docker Compose, Kubernetes, FastAPI, Flask, Nginx, Gunicorn
GitHub Actions, GitLab CI, Airflow, DVC, Prefect, MLflow Server, dbt, Terraform

⚙️ Productivity, Diagramming & GIS
VS Code, GitHub, Notion, Obsidian, Figma, draw.io, Miro, ArcGIS, QGIS, Discord, Zoom SDK, Google Workspace

🎮 Sports & Game Analytics
VolleyStation, DataVolley, VolleyMetrics, Hudl, Balltime, Perfbook, Science Untangled, Kinovea, OBS, Discord API

📊 Data Science & Machine Learning
pandas, numpy, scikit-learn, xgboost, lightgbm, catboost, tensorflow, torch, transformers (HF)
mlflow, wandb, seaborn, matplotlib, plotly, altair

🧪 Data Cleaning & Feature Engineering
janitor, recipes, tidymodels (R), skimr, forcats, stringr, textclean
pandas, featuretools, category_encoders, polars

📤 Deployment & APIs
fastapi, flask, plumber (R), dash, streamlit, shiny, bokeh

🧬 Modeling Workflow & Automation
tidymodels, workflowsets, parsnip, caret, mlr3 (R)
dvc, joblib, optuna, hyperopt, ray[tune]

📐 Statistical Modeling
brms (R), rstanarm, lme4, car, emmeans, scipy, pingouin, pymer4, BayesFactor (R)

📈 Time Series & Forecasting
statsmodels, prophet, darts, kats, tsibble (R), forecast (R), fable (R), TTR (R)

🧠 Advanced:
Python, R, JavaScript, Java, C#, C++, LaTeX, VBA, Ruby, SQL, MATLAB, M (Power Query)

🧩 Intermediate:
HTML, CSS, Bash, PowerShell, DAX, Perl, Swift, Julia

🔧 Basic:
Markdown, Regex, YAML, Jinja, TypeScript, Go, Scala, SAS, SPSS, Stata,
Kotlin, Rust, PHP, Haskell, Elixir, Prolog

• 🔗 GitHub
• 💬 Discord: shezmu_thered
• 🧠 Currently open to collaborations, technical mentoring, and side projects!

⚡ Fun fact: I build predictive engines, economic simulators, and intelligent systems that bridge the worlds of sport, data, and play.