Senior Data Scientist, Video Optimization and Encoding
4 days ago
A Senior Data Scientist is required to develop advanced machine learning models that continually improve Prime Video's Content Adaptive Encoding (CAE) practices for Video-on-demand (VoD) streaming use-case.
About the Role
This position involves working closely with subject matter experts (Research Scientists) with depth in the video encoding/quality/processing areas to maximize the video quality that Prime Video customers experience under a given network condition.
The ideal candidate will have 3+ years of building machine learning models for business application experience, or PhD, or Master's degree and 6+ years of applied research experience, along with experience programming in Java, C++, Python or related language, and experience with neural deep learning methods and machine learning.
Responsibilities
- Develop ML/DL based classification/regression models based on content properties across the processing chain involved in encoding, including changes within modern encoders to reduce run-time or to improve the level of adaptation to content properties.
- Work across multiple codecs including next-gen codecs, standard and High Dynamic range content. Aspects of work can involve scene understanding at a semantic level using latest techniques.
- Develop innovative solutions that achieve the best balance between speed vs performance.
- Collaborate with research scientists with domain depth in video encoding/compression.
- Conduct subjective ratings tests to generate ground truth data for your models, when required.
Benefits
- Competitive salary: $180,000 - $220,000 per annum.
- Opportunity to work with L5-L8 Research Scientists within the team who will bring the specific problem definition required to set and meet annual goals, 3Y/5Y roadmap items.
- Interface with SDEs to convert the output of the research team into production workflows.
- Develop new AI workflows that are more efficient from a compute perspective.
- Write disclosures capturing innovative ideas in realizing low complexity, highly performant ML/DL methods and publish papers in internal and external conferences.
About myGwork
myGwork is an inclusive employer and a member of the largest global platform for the LGBTQ+ business community.
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