Forecasting ML Lead: Time Series & Production

Pinnacle Info Services; United States; Remote; USD 90.000 - 150.000; Vollzeit

Zusammenfassung

Pinnacle Info Services is seeking a qualified candidate to lead forecasting initiatives, emphasizing statistics and time series over LLMs. You will work with Python, SQL, and Pandas/Polars to build and deploy forecasting models, baselines, and backtesting frameworks.

The role requires shipping models to production and maintaining a cohesive forecasting interface, including prediction intervals and abstention rules. Strong experience in time series is essential for driving robust forecasts.

Qualifikationen

• Shipped forecasting models to production, not only in notebooks.
• Strong in statistics and time series rather than LLM applications.
• Experience with Python, SQL, Pandas/Polars, experiment tracking.

Aufgaben

• Build and maintain forecasting components behind a unified interface.
• Develop seasonal baselines and statistical models including regularised linear models.
• Implement LightGBM panel models and walk-forward backtesting, including prediction intervals and abstention rules.

Kenntnisse

Time series analysis

Python

SQL

Pandas/Polars

Experiment tracking

Forecasting models

Tools

LightGBM

Backtesting

Jobbeschreibung

Pinnacle Info Services is seeking a qualified candidate to lead forecasting initiatives, emphasizing statistics and time series over LLMs. You will work with Python, SQL, and Pandas/Polars to build and deploy forecasting models, baselines, and backtesting frameworks.

The role requires shipping models to production and maintaining a cohesive forecasting interface, including prediction intervals and abstention rules. Strong experience in time series is essential for driving robust forecasts.