srivatsav Shrikanth

srivatsav Shrikanth

Machine Learning Engineer
Canada

نبذة عني

Quality Control professional with a master’s degree, a graduate certificate and Bachelor of Engineering in Mechanical Engineering and more than three years of professional experience in QC Quality control – Line Quality …

الخبرة

Machine Learning Engineer

Vosyn
Dec 2025 - حتى الآن · 10 أشهر

<p>Fine tuned multilingual XTTS and FastPitch Text To Speech models and architected GCP Vertex AI/Kubeflow pipelines in Docker, thereby deploying voice cloning and speech synthesis on accelerated GPUs<br>
Refactored speech synthesis workflows and optimized PyTorch execution using ThreadPoolExecutor parallelization and CPU thread tuning, consequently cutting runtime by 42% without sacrificing audio quality<br>
Applied W8A32 dynamic quantization, ONNX conversion, and FP16 tuning to VITS architectures, thereby reducing model size by up to 68% and accelerating inference by 30%<br>
Containerized voice processing pipelines with GCS configurations and automated Cloud Run deployments via Pub/Sub workflows, therefore creating a cloud system that automatically handles data formatting, training, and audio generation<br>
Engineered mechanisms and fallback logic across OpenVoice, MeloTTS, FastPitch, and Google TTS APIs, as a result establishing voice cloning and speech synthesis coverage for more than 23 languages</p>

Engineer, Quality

Bonfiglioli Transmissions
Sep 2020 - Apr 2023 · 2 سنوات 7 أشهر

<p>Worked in Line Quality, Vendor Quality, Customer Quality and compliance of all Quality audits including ISO and automation of the QC<br>
Quality control in Gearmotors and gearboxes<br>
Ensured 100% documentation and technical audit compliance and its co ordination and problem solving<br>
Target Sectors being Industrial automation, Mobile machinery, Renewable energy thus ensuring 100% Quality compliance for Line, Vendor and Customer quality<br>
Automated performance test logging using Python scripts to validate sensor data, thereby reducing processing time by 85% and accelerating critical quality reviews<br>
Replaced manual QA data entry with automated validation scripts, consequently saving 40 hours of monthly logging overhead and freeing engineers for defect root cause analysis<br>
Shifted operator recorded Excel inputs into automated sensor data capture workflows, thereby eliminating data entry errors across all test logs<br>
Developed Power BI dashboards using live sensor data and inspection outputs, as a result providing leadership clear visibility into reliability trends and production risks</p>

المهارات

Python SQL T-SQL PySpark Spark SQL pandas NumPy SciPy hypothesis testing regression analysis correlation analysis variance analysis Power BI DAX Power Query Streamlit Plotly scikit-learn LightGBM MLflow chronological validation cross-validation ROC-AUC PR-AUC Brier Score Precision@K Google Cloud Platform Dataproc Google Cloud Storage Spark DataFrames Parquet Prefect Docker GitHub Actions FastAPI Vertex AI Kubeflow PyTorch ThreadPoolExecutor CPU thread tuning W8A32 dynamic quantization ONNX FP16 VITS Cloud Run Pub/Sub OpenVoice MeloTTS FastPitch Google TTS APIs
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