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Thoughts on machine learning, data engineering, software architecture, and building production systems.

November 15, 2024
8 min read

Building Production ML Pipelines: Lessons Learned

A deep dive into building scalable machine learning pipelines that handle millions of predictions daily. Learn about the architecture decisions, monitoring strategies, and gotchas I encountered.

Machine LearningMLOpsPythonKubernetes
October 22, 2024
10 min read

Real-Time Data Processing with Kafka and Flink

How we built a data platform processing 5 billion events daily using Apache Kafka and Flink. Architecture patterns, scaling strategies, and lessons from production.

Data EngineeringKafkaFlinkDistributed Systems
September 5, 2024
6 min read

TypeScript Best Practices for Large-Scale Applications

Practical patterns and practices for maintaining type safety and code quality in large TypeScript codebases. From strict mode to advanced type patterns.

TypeScriptSoftware EngineeringWeb Development

Akshay

I design intelligent systems, build data infrastructure, and create production-ready applications.

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