Prime Video is looking to enhance its recommendation and search systems by developing advanced ML models to provide a better entertainment experience for customers, including tackling the cold-start problem and discovering niche interests.
Requirements
- 3+ years of building models for business application experience
- Experience programming in Java, C++, Python or related language
- Experience in any of the following areas: algorithms and data structures, parsing, numerical optimization, data mining, parallel and distributed computing, high-performance computing
- Experience using Unix/Linux
- Experience in professional software development
Responsibilities
- Develop ML models for various recommendation & search systems using deep learning, online learning, and optimization methods
- Work closely with other scientists, engineers and product managers to expand the depth of our product insights with data, create a variety of experiments to determine the high impact projects to include in planning roadmaps
- Stay up-to-date with advancements and the latest modeling techniques in the field
- Publish your research findings in top conferences and journals
- We're using advanced approaches such as foundation models to connect information about our videos and customers from a variety of information sources, acquiring and processing data sets on a scale that only a few companies in the world can match.
- This will enable us to recommend titles effectively, even when we don't have a large behavioral signal (to tackle the cold-start title problem).
- It will also allow us to find our customer's niche interests, helping them discover groups of titles that they didn't even know existed.
Other
- work safely and cooperatively with other employees, supervisors, and staff
- adhere to standards of excellence despite stressful conditions
- communicate effectively and respectfully with employees, supervisors, and staff to ensure exceptional customer service
- follow all federal, state, and local laws and Company policies.
- exercise sound judgment, effectively manage stress and work safely and respectfully with others, exhibit trustworthiness and professionalism, and safeguard business operations and the Company’s reputation.