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Apache Iceberg vs. Delta Lake: Choosing the Best Storage for Big Data Pipelines
Business

Apache Iceberg vs. Delta Lake: Choosing the Best Storage for Big Data Pipelines

by MonaNovember 15, 2025November 15, 2025

Introduction Think of big data pipelines as a massive railway network. Each train carries passengers—structured, semi-structured, or streaming data—rushing toward their destinations of analytics, dashboards, and machine learning models. Just as railways need strong tracks…

Neural Networks and Deep Learning: A Look at the Architecture and Training Process.
Business

Neural Networks and Deep Learning: A Look at the Architecture and Training Process.

by MonaSeptember 26, 2025

Think of a neural network as a city alive with connections. Each building is a node, every road is a pathway, and the way cars travel between intersections represents the flow of information. Just as…

1. Model Monitoring & Logging – Using MLflow & Prometheus for Production ML
Technology

1. Model Monitoring & Logging – Using MLflow & Prometheus for Production ML

by MonaMay 10, 2025May 10, 2025

Deploying a machine learning (ML) model into production is a significant milestone, but it's only half the journey. Once in production, models must be monitored continuously to ensure they perform as expected over time. This…

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