Allan Porras

Entrepreneur

Allan Porras
Implementing Real-Time Anomaly Detection with K-Means Clustering

Engineering

Implementing Real-Time Anomaly Detection with K-Means Clustering

Anomaly detection is a mission-critical requirement for modern software systems, essential for identifying network intrusions, financial fraud, and system health degradation. While numerous complex algorithms exist, the unsupervised K-Means clustering algorithm provides a computationally efficient and highly effective foundation for a real-time detection engine. Its power lies in its ability

By Allan Porras
Implementing a Serverless Data Pipeline with AWS Lambda and Python: A Step-by-Step Guide

Engineering

Implementing a Serverless Data Pipeline with AWS Lambda and Python: A Step-by-Step Guide

Serverless architecture offers a paradigm shift from traditional, server-centric infrastructure, enabling engineers to build highly scalable, resilient, and cost-effective systems without managing the underlying compute resources. A quintessential use case for this model is the construction of data pipelines. This article provides a comprehensive, technical walkthrough for implementing an event-driven,

By Allan Porras