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Deep Learning Language Engineer
Company | NVIDIA |
Address | Santa Clara, CA, United States |
Employment type | FULL_TIME |
Salary | |
Category | Computer Hardware Manufacturing,Software Development,Computers and Electronics Manufacturing |
Expires | 2023-08-06 |
Posted at | 10 months ago |
Widely considered to be one of the technology world’s most desirable employers, NVIDIA is an industry leader with groundbreaking developments in High-Performance Computing, Artificial Intelligence and Visualization. The GPU, our invention, serves as the visual cortex of modern computers and is at the heart of our products and services. GPU deep learning ignited modern AI — the next era of computing — with the GPU acting as the brain of computers, robots, autonomous cars and conversational AI that can perceive and understand the world. Today, we are increasingly known as “the AI computing company.” We're looking to grow our company, and build our teams with the hardest working people in the world. Join us at the forefront of technological advancement!
- Participate in developing and reviewing code, design documents, use case reviews, and test plan reviews
- Collaborate with various teams on new product features and improvements of existing products
- Apply data science techniques to characterize model performance and quality metrics across platforms for various speech AI components and identify areas for improvement
- Help innovate, identify problems, recommend solutions and perform triage in a collaborative team environment
- Write clear and concise documents (e.g. analysis reports)
- Use and extend internal MLOps tooling to scale model development and automate cross-team work
- Build training data sets for multi-modal large language models including Neural Machine Translation (NMT), Automatic Speech Recognition (ASR), and text-to-speech (TTS) systems
- Develop WFST and Neural networks-based Text-Normalization and Inverse Text-Normalization for NMT, ASR, TTS
- Collaborate with other engineers and scientists in data collection and development efforts
- General background around version control and code review tools like Git, Gerrit.
- 3+ years of experience
- Excellent written and spoken communication skills
- Knowledge of grammar, language structure, phonetics/phonology, and ability to analyze/validate phonetic transcriptions
- Masters or PhD in Computational Linguistics (or equivalent field with computational emphasis) or equivalent experience
- Native or near-native fluency in a non-English language - Spanish / Mandarin / German / Japanese / Russian / French / UK English / Arabic Korean / Italian / Portuguese
- Experience with MLOps workflows & traceability and versioning of datasets and understanding of MLOps life cycle
- Experience with building and customizing large language models, speech recognition, and speech synthesis models
- Knowledge of scripting languages (e.g. Python, bash)
- Experience with WFST, Pytorch
- Strong collaborative and interpersonal skills, specifically a proven ability to effectively guide and influence within a dynamic matrix environment
- Hands-on experience on Language Technologies like Neural machine translation, Automatic Speech Recognition, Text to Speech etc
- Background with deploying machine learning models on data center, cloud, and embedded systems and background with Dockers and Kubernetes
- Feeling comfortable and motivated when working in a fast paced, highly collaborative, dynamic work environment
- Strong C++ programming skills
- Strong personal interest in learning, researching, and creating new technologies related to foreign languages, linguistics, phonetics, phonology and language technology
- Experience in writing grammars and building FSTs
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