Vlad Grigorev
Machine Learning Engineer, Text-to-Speech
Experience
Dec 2021 - Present
4 years 2 monthsMachine Learning Engineer, Text-to-Speech
Tensor
- Implemented Text-to-Speech model into production on AWS-like cloud with Docker and Kubernetes. Developed baseline for NLP text processor, the testing pyramid and monitoring. Text-to-Speech service is now adopted by wider CRM and Tech Support teams with 10k of end clients.
- Designed and developed NLP text normalisation baseline, microservice structure and a framework for the Text-to-Speech synthesis. That speeds up implementation of new ML models reducing time to market to weeks.
- Enhanced CI/CD and built MLOps pipeline. That cut down implementation time by 8 times and enabled outstandingly fast and seamless scaling.
Jun 2019 - Dec 2021
2 years 7 monthsComputational Physics Research Engineer
Joint Institute For High Temperatures
- Developed a numerical algorithm for shock wave computation and adopted a semiclassical toolkit to take into account quantum effects. That significantly improved accuracy yet the processing time is comparable to the classic model. The new algorithm accelerates the computation of the state of matter under a given set of physical conditions up to 10-80 times, providing a fast and convenient starting point to research electrical and magnetic properties.
- Technologies: Python, Pytorch, Jupyter, Pandas, Numpy, Scipy, Matplotlib, C/C++, Git, Linux.
Summary
A young professional deeply immersed into Speech Technologies. Having background in Academia, I am looking for the MLE position to contribute to real-world applications and bring a new set of capabilities to the team. My tech stack contains but is not limited to Python, PyTorch, Docker, Kubernetes, DVC.
Skills
- Backend: Python, Pytorch, Sql, Postgresql, Rest/grpc Api, Flask, Nginx, Gunicorn, Git, Gitlab
- Mlops: Docker, Kubernetes, Ci/cd, Jenkins, Bash, Dvc, Mlflow, Aws, S3, Onnx, Jupyter Notebook/server
- Observability: Prometheus, Grafana
Languages
English
AdvancedRussian
AdvancedEducation
Sep 2020 - Sep 2021
HSE Moscow
Applied Mathematics · Moscow, Russian Federation
Sep 2016 - Aug 2020
Moscow Institute of Physics and Technology
BS, Applied Mathematics and Physics · Applied Mathematics and Physics · Dolgoprudny, Russian Federation · GPA 4.7 out of 5
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