Blog · Aditya Patel

Aditya PatelWriting · 3 articles

Machine learning research, data engineering, and what actually happens in the gap between a paper implementation and a system people depend on.

01Apr 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.
- mlops
- gcp
- vertex-ai
- infrastructure
- gan
- deployment
10 min read
02Mar 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-models
- fintech
- financial-forecasting
- deep-learning
- opinion
2 min read
03Mar 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 Engineering
- Engineering
- Growth
4 min read

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