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I write about machine learning research, data engineering, production AI systems, and lessons from building real-world projects.

3 articles published

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April 4, 2026

The 90% Nobody Talks About

I built a multimodal GAN and deployed it on GCP Vertex AI. The model took 2 weeks. Everything else took 5 months.

mlopsgcpvertex-aiinfrastructuregandeployment

March 31, 2026

Why I'm Betting on Diffusion Models for Finance

Diffusion models revolutionized image generation. Now they're coming for financial time series and the early results are staggering. Here's why I'm building one.

diffusion-modelsfintechfinancial-forecastingdeep-learningopinion

March 24, 2026

3 Internships, 3 Different Worlds

Web development → IoT → Data engineering. Each one broke my assumptions about what "real engineering" looks like. Here's what I actually learned from refusing to specialize too early and why the pinball path was the best decision I could have made.

Career Internships Web Development IoT Data EngineeringEngineering Growth

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Reach out if you want to discuss ML, data engineering, or anything I've written about. Always happy to go deeper.