Roku

Senior Machine Learning Scientist, Conversion Modeling

Roku$130K — $180K *
Consumer Technology
8 - 10 years of experience
Job Overview by Ladders

Qualifications

  • PhD in a quantitative discipline (CS, Statistics, Applied Math or related)
  • 8+ years of experience in applied research with statistical and deep learning techniques
  • Published research on deep learning models in Advertising or related fields
  • Strong expertise in SOTA deep learning discriminative and generative models
  • Excellent communication and collaboration skills

Responsibilities

  • Develop novel methodologies for conversion modeling and attribution
  • Optimize dynamic creative generation and related processes
  • Conduct forecasting and time series modeling
  • Improve yield and margin optimization strategies
  • Drive experimentation through A/B and multivariate testing
  • Build generative models for image and video ad creation
  • Stay updated on advancements in related fields

Benefits

  • Global access to mental health and financial wellness support
  • Comprehensive healthcare options (medical, dental, vision)
  • Life, accident, and disability insurance
  • Commuter benefits and retirement options (401(k)/pension)
  • Support for employee time off and personal needs
Full Job Description
About the team

The Advertising Performance group focuses on performance for all participants in the Advertising ecosystem - Advertisers, Publishers and Roku. 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

Our Hybrid Work Approach

Roku fosters an inclusive and collaborative environment where teams work in the office Monday through Thursday. Fridays are flexible for remote work except for employees whose roles are required to be in the office five days a week or employees who are in offices with a five day in office policy.

Benefits

Roku 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

Roku 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 [email protected].

About Roku

Roku is an American consumer electronics company founded in 2002. The company is best known for its streaming devices that allow users to access internet-based video content on their televisions. Roku's devices are available in several models and are sold in the United States and other countries. The company also offers a streaming service called The Roku Channel that features a selection of movies and TV shows. Roku went public in 2017 and is traded on the NASDAQ stock exchange.
Learn more about Roku
Size
3,000 employees
Market Cap
$5.5 billion
Industry
Net Income
-$17.5 million
Founded
2002
5 Year Trend
+47.3%
Revenue
$1.7 billion
NASDAQ

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