Projects
High-Performance TTS Data Generation Pipeline2025
Large-scale speech synthesis pipeline with batching & scheduling.
PythonMultiprocessingPyTorch
- Reduced generation time ~40% via multiprocessing
- Generated 250k+ samples for training
Siemens NX Automated Testing Studio (ATS)2021–2023
Built interactive and automated test cases to expand Siemens NX QA coverage and reduce manual testing effort.
PythonNX OpenHTMLQA Automation
- 15 interactive + 17 fully automated ATS test cases across multiple NX modules
- Showcased ATS workflows to Siemens NX customers
(Under Construction) VQ-VAE Speech Compression / Representation2025
VQ-VAE from scratch; tuned codebook + commitment cost.
PythonPyTorchLibrosa
- Mixed precision + grad accumulation on RTX 3090
- 35% faster epochs while keeping quality
(Under Construction) Core ML Algorithms — From Scratch2024–2025
Transformer, CNN, Hidden Markov-Model, K-means, Q-Learning, PCA, Decision Tree, Classification implementations.
PythonNumPyPandasMatplotlibScikit-learnReinforcement Learning
(Under Construction) CFD: Auditorium Airflow & Aerosol Simulation2021
Modeled UCSD auditorium airflow to aid COVID-safe planning.
MATLABSpaceClaimAnsys Fluent