UAV project
Flight hardware and systems work
A separate lane for the UAV side of the portfolio: hands-on engineering, integration, and the kind of work that sits around a flying system.
Projects
Three tracks, one page.
The site spreads the work out by subject area so the model work stays in context instead of taking over the whole page.
Research
N-CMAPSS engine prediction
A reproducible pipeline for remaining useful life prediction on NASA turbofan data, with training, evaluation, and benchmark reporting.
Modeling
Model comparison as a side branch
22 registered architectures, controlled comparisons, and a lot of benchmarking detail. Useful, but not the headline of the site.
Research
Applied machine learning, kept in its lane.
The N-CMAPSS work is still visible, but it reads like part of a broader engineering profile rather than the whole identity.
What the repo does
- One data loader for FD00X splits
- One training CLI and model registry
- RUL metrics, plots, and experiment summaries
- Cloudflare-ready site content linked back to the project
6.495
FD2 MSTCN RMSE in the controlled benchmark
22
Registered neural network architectures
Activity
School, competition, and engineering community.
Public LinkedIn-visible items turned into a concise activity list instead of a generic resume dump.
National Personal Finance Challenge
Eastlake High School team reached the Round of 16, finishing in the top 10 out of 7,000+ teams and 20,000 students nationwide.
Computer Science Honor Society
Part of the school CS community while building projects that connect code, hardware, and real engineering constraints.
Mechanical engineering and aerospace
Work spans embedded systems, UAVs, aerospace systems, and machine learning when the problem actually benefits from it.
Contact
Reach me at ptalur09@gmail.com.
Email is the direct line. GitHub and LinkedIn are the longer-form backup.