Reddit is looking to optimize advertising effectiveness and drive business growth by developing and maintaining Machine Learning models for user conversion predictions.
Requirements
- 2+ years of experience with industry-level deep learning models.
- 2+ years of experience with mainstream ML frameworks (such as Tensorflow and Pytorch).
- 3+ years of end-to-end experience of training, evaluating, testing, and deploying industry-level models.
- 3+ years of experience of orchestrating complicated data generation pipelines on large-scale datasets.
- Experience with ads domain and conversion modeling is a plus.
- Experience with recommendation systems is a plus.
Responsibilities
- Develop advanced and scalable deep learning models using cutting-edge techniques for critical machine learning tasks within the app 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.
Other
- 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!
- Reddit is continuing to grow our teams with the best talent.
- We're completely remote friendly and will continue to be after the pandemic.
- As a diverse group of software engineers, product managers, data scientists, and ads experts, we are excited for you to join our team!
- Comprehensive Healthcare Benefits and Income Replacement Programs
- 401k Match
- Family Planning Support
- Gender-Affirming Care
- Mental Health & Coaching Benefits
- Flexible Vacation & Reddit Global Days off
- Generous paid Parental Leave
- Paid Volunteer time off
- Reddit is proud to be an equal opportunity employer, and is committed to building a workforce representative of the diverse communities we serve.
- Reddit is committed to providing reasonable accommodations for qualified individuals with disabilities and disabled veterans in our job application procedures.
- If, due to a disability, you need an accommodation during the interview process, please let your recruiter know.
