All Projects

EuroRate Predictor

Turn European Central Bank data into actionable interest rate forecasts with this comprehensive MLOps solution.
Project
EuroRate Predictor
project id
eurorate-predictor
Use this id to create a new project in ZenML
GITHUB REPOSITORY
https://github.com/zenml-io/zenml-projects/tree/main/eurorate-predictor
Pipelines

ETL Pipeline

Pipeline that extracts raw ECB interest rate data, transforms and cleans it.

Feature Engineering Pipeline

Pipeline that augments the transformed dataset with additional features.

Model Training Pipeline

Pipeline that trains an XGBoost regression model and evaluates it for potential promotion.

Recommended Stack

Stack Components

  • Orchestrator: cloud-composer
  • Artifact Store: gcs
  • Step Operator: vertex-ai
Details

EuroRate Predictor transforms European Central Bank data into accurate interest rate forecasts, empowering financial decision-makers with reliable predictive insights.

What It Does

EuroRate Predictor delivers production-ready interest rate forecasts through an enterprise-grade MLOps solution. It processes raw ECB data through automated pipelines that ensure data quality, feature richness, and model accuracy, making financial predictions accessible for both development and production environments.

How It Works

  • Extracts raw interest rate data from authoritative European Central Bank sources
  • Transforms financial data through robust cleaning and standardization processes
  • Engineers domain-specific features optimized for time-series financial prediction
  • Trains advanced XGBoost regression models on Google's Vertex AI platform
  • Evaluates models rigorously to ensure prediction accuracy meets quality thresholds
  • Promotes only high-performing models to production automatically
Gallery