2024Tier 1 UK Telecommunications Co.Led by Principal

Enterprise Demand Forecasting

Architected an ML pipeline processing 2M+ daily transactions for inventory demand prediction.

Time Series

AWS

Python

Architecture

Overview

Led the architecture and delivery of an end-to-end forecasting system. Replaced legacy infrastructure with a cloud-native Python/AWS solution, resulting in significant inventory waste reduction.

Results

Sub-200ms inference latency

Consolidated 3 legacy systems

Automated retraining pipelines

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