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ModelForge

End-to-end MLOps automation pipeline

Overview

ModelForge is a comprehensive MLOps platform built for an AI-first company that needed to streamline their machine learning workflow. The platform automates everything from data preprocessing to model deployment and monitoring.

We designed a modular architecture that allows data scientists to focus on model development while the platform handles infrastructure, versioning, and deployment automatically. The system now manages over 50 production models with zero-downtime deployments.

Technologies Used

PythonKubernetesMLflowApache AirflowTensorFlowAWS SageMakerTerraformGrafana

Key Highlights

  • Automated model training and deployment pipeline
  • A/B testing framework for model performance comparison
  • Real-time model monitoring and drift detection
  • Reduced model deployment time from days to hours
  • Centralized experiment tracking and versioning

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