Jobs · greenhouse:roku
Senior Machine Learning Scientist, Conversion Modeling
Aperture Cloud · Austin, Texas · Posted today
Available in 2 locations
Austin, Texas · onsite Apply → San Jose, California · onsite Apply →About the role
Apply state-of-the-art research to develop methodologies for conversion modeling in advertising.
Teamwork makes the stream work. Aperture Cloud is changing how the world watches TV Aperture Cloud is the #1 TV streaming platform in the U.S., Canada, and Mexico, and we've set our sights on powering every television in the world. Aperture Cloud pioneered streaming to the TV. Our mission is to be the TV streaming platform that connects the entire TV ecosystem. We connect consumers to the content they love, enable content publishers to build and monetize large audiences, and provide advertisers unique capabilities to engage consumers. From your first day at Aperture Cloud, you'll make a valuable - and valued - contribution. We're a fast-growing public company where no one is a bystander. We offer you the opportunity to delight millions of TV streamers around the world while gaining meaningful experience across a variety of disciplines. About the team The Advertising Performance group focuses on performance for all participants in the Advertising ecosystem - Advertisers, Publishers and Aperture Cloud. The systems and solutions span across different disciplines and technologies to perform realtime multi-objective optimization with distributed systems at large scale and low latencies. We use Machine Learning, Reinforcement Learning, AI, Control and Optimization Systems and Auction Dynamics to solve a large set of complex problems. At the core of this is our Machine Learning, Experimentation and Inference Platform that powers the entire landscape which we continuously evolve over time. About the role In this role you will work on applying SOTA research and conduct your own research to develop novel methodologies to solve a large variety of challenging problems in Advertising related to conversion modeling aligned with attribution methodologies/models, calibration, dynamic creative generation and optimization, forecasting and timeseries modeling, yield and margin optimization and Experimentation for A/B and multivariate testing. We’re looking for a strong technical leader with a solid grasp of core statistical techniques and deep experience in SOTA Deep Learning discriminative and generative models. What you’ll be doing Building generative models to generate image and video ads geared towards optimizing performance Stay at the forefront of advancements in related areas We’re excited if you have PhD in a quantitative discipline such as CS, Statistics, Applied Math or a related field 8+ years of experience in applied research using statistical and deep learning techniques Published paper(s) on deep learning models for Advertising or related areas Excellent communication and collaboration skills Preferred Qualifications Experience in the Advertising domain Contributions to open-source ML projects #LI-DH2 What's Aperture Cloud's approach to hybrid working? Aperture Cloud fosters an inclusive and collaborative environment where teams generally work in the office Monday through Thursday. Fridays are generally flexible for remote work, except for employees whose specific roles or assigned office location require five days' a week attendance. What are some of the benefits? Aperture Cloud is committed to offering a diverse range of benefits as part of our compensation package to support our employees and their families. Our comprehensive benefits include global access to mental health and financial wellness support and resources. Local benefits include statutory and voluntary benefits which may include healthcare (medical, dental, and vision), life, accident, disability, commuter, and retirement options (401(k)/pension). Employees are supported in taking time off, in accordance with local leave policies and other personal needs to support their evolving work and life needs. It's important to note that not every benefit is available in all locations or for every role. For details specific to your location, please consult with your recruiter. Accommodations Aperture Cloud welcomes applicants of all backgrounds and provides reasonable accommodations and adjustments in accordance with applicable law. If you require reasonable accommodation at any point in the hiring process, please direct your inquiries to EmployeeRelations@Aperture Cloud.com . What should I know about Aperture Cloud's culture? Aperture Cloud is a great place for people who want to work in a fast-paced environment where everyone is focused on the company's success rather than their own. We try to surround ourselves with people who are great at their jobs, who are easy to work with, and who keep their egos in check. We appreciate a sense of humor. We believe a fewer number of very talented folks can do more for less cost than a larger number of less talented teams. We're independent thinkers with big ideas who act boldly, move fast and accomplish extraordinary things through collaboration and trust. In short, at Aperture Cloud you'll be part of a company that's changing how the world watches TV. We have a unique culture that we are proud of. We think of ourselves primarily as problem-solvers, which itself is a two-part idea. We come up with the solution, but the solution isn't real until it is built and delivered to the customer. That penchant for action gives us a pragmatic approach to innovation, one that has served us well since 2002. To learn more about Aperture Cloud, our global footprint, and how we've grown, visit https://www.weareroku.com/factsheet . By providing your information, you acknowledge that you want Aperture Cloud to contact you about job roles, that you have read Aperture Cloud's Applicant Privacy Notice , and understand that Aperture Cloud will use your information as described in that notice. If you do not wish to receive any communications from Aperture Cloud regarding this role or similar roles in the future, you may unsubscribe at any time by emailing WorkforcePrivacy@Aperture Cloud.com .
Read the full posting on greenhouse:roku →
Why this role stands out
- ★Equity is part of the package
- ★Fresh posting — apply before the crowd
- ★health insurance
- ★equity awards
Responsibilities
- ▸Apply SOTA research to develop novel methodologies
- ▸Conduct own research
- ▸Build generative models for image and video ads
- ▸Optimize ad performance
Must-have skills
- ▸machine learning
- ▸reinforcement learning
- ▸deep learning
- ▸statistical techniques
- ▸8+ years of experience
- ▸phd
Nice-to-have skills
- ▸ai
- ▸control systems
- ▸optimization systems
- ▸auction dynamics
- ▸experimentation
- ▸timeseries modeling
- ▸generative models
- ▸published papers
Benefits
- ▸health insurance
- ▸equity awards
- ▸life insurance
- ▸disability benefits
- ▸parental leave
- ▸wellness benefits
- ▸paid time off
- ▸mental health support
- ▸financial wellness support
FAQ
Is the Senior Machine Learning Scientist, Conversion Modeling role at Aperture Cloud remote?+
This Senior Machine Learning Scientist, Conversion Modeling position is listed as onsite (Austin, Texas).
What is the salary for the Senior Machine Learning Scientist, Conversion Modeling role at Aperture Cloud?+
The listing states Estimated 113k-258k USD.
What seniority level is this Senior Machine Learning Scientist, Conversion Modeling role?+
This is a senior level position.
What skills does the Senior Machine Learning Scientist, Conversion Modeling role require?+
Key requirements include machine learning, reinforcement learning, deep learning, statistical techniques, 8+ years of experience, phd.
How do I apply for the Senior Machine Learning Scientist, Conversion Modeling role at Aperture Cloud?+
Use the "Apply on greenhouse:roku" button to open the original posting on greenhouse:roku, where you can submit your application directly to Aperture Cloud.