Blog · Aditya Patel

Aditya PatelWriting

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

Articles: 3
Words written: 3,233
Topics: 18

LatestApr 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.

Reading time: 10 min
Topic: mlops

Earlier writing

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

What I write about

Data Engineering
Growth
Internships
IoT
Web Development
Career
Engineering
deep-learning
deployment
diffusion-models
financial-forecasting
fintech
gan
gcp
infrastructure
mlops
opinion
vertex-ai

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