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    Staff Machine Learning Engineer - San Francisco, CA, United States - Reddit, Inc.

    Reddit, Inc.
    Reddit, Inc. San Francisco, CA, United States

    2 weeks ago

    Default job background
    Description
    • 2+ years of experience of leading an ads modeling team with DNNs as the primary model
    • 1+ years of experience in signal loss mitigation (through transfer learning, data augmentation, and/or ensemble methods)
    • 4+ years of experience with industry-level deep learning models
    • 4+ years of experience with mainstream ML frameworks (such as Tensorflow and Pytorch)
    • 5+ years of end-to-end experience of training, evaluating, testing, and deploying industry-level models
    • 5+ years of experience of orchestrating complicated data generation pipelines on large-scale datasets
    • Track record of consistently driving KPI wins through systematic works around model architecture and feature engineering

    Responsibilities

    • You will serve as a visionary in designing these models, actively participate in the end-to-end implementation process, and collaborate with cross-functional teams to ensure successful product delivery
    • Develop advanced and scalable deep learning models using cutting-edge techniques for critical machine learning tasks within the conversions modeling domain
    • Design and implement innovative strategies for signal loss mitigation, ensuring the accuracy and reliability of predictions in the presence of incomplete or noisy data
    • Research, implement, test, and launch new model architectures including deep neural networks with advanced pooling and feature interaction architectures
    • Systematic feature engineering works to convert all kinds of raw data in Reddit (dense & sparse, behavior & content, etc) into features with various FE technologies such as aggregation, embedding, sub models, etc
    • Be a mentor and cross-functional advocate for the team
    • Contribute meaningfully to team strategy
    • We give everyone a seat at the table and encourage active participation in planning for the future
    • 401k Matching
    • Workspace benefits for your home office
    • Family Planning Support
    • Flexible Vacation (please use them)
    • Paid Volunteer time off

    Company information

    Reddit is a network of more than 100,000 communities where people can dive into anything through experiences built around their interests, hobbies and passions. Reddit users submit, vote and comment on content, stories and discussions about the topics they care about the most. From pets to parenting, there's a community for everybody on Reddit. Interested in joining our growing team? Check out

    Social Media, Technology, Software Development, Internet, Internet Services, Media, Digital Media, Digital Advertising, News and Media, Digital Content

    Company Specialties:
    Software Engineering, Full-Stack Engineering, Frontend Engineering, Backend Engineering, Social Media, Data Science , Mobile Apps, and Online Advertising

    #J-18808-Ljbffr
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