u/Beginner4ever

What I can build:

• forecasting systems for sparse or short time series
• digital-twin prototypes for degradation, drift, and reliability monitoring
• network data analysis pipelines for telemetry, port statistics, and anomaly detection
• explainable ML dashboards in Streamlit for engineers and researchers

Background:

• postdoctoral applied ML / digital twin work
• first-author ACM TIST paper on time-series forecasting + clustering
• AI for Networks experience: graph-network analysis.
• experience building usable Python/Streamlit tools, not just models

Good fit:

• sensor / equipment / reliability data.
• network data analysis and modeling.
• Data anlyasis in general.

Payment method::

• I live in EU, Netherland. So any legal payment method is okay.
• Rate: $35–$75/hour depending on scope, or fixed-price for well-defined projects. Minimum engagement: small paid pilot / prototype.