Senior Machine Learning Engineer, Fraud Detection

2 нед. назад

USASeniorHybrid

machine learningpythonscalasqlcloud computing

Lead creation and deployment of scalable machine learning models to detect account sharing fraud in a VOD streaming company.

О компании

Our team is composed of passionate Machine Learning Engineers and Data Scientists who have already made a significant impact across our product offerings, content strategy, and user engagement metrics. As we expand our scope, our team is poised to become the cornerstone of innovation and growth across various business verticals within the company. We are dedicated to leveraging advanced machine learning techniques to continue transforming how users interact with and enjoy our offering of video contents and all other services.

Обязанности

In the role of Senior Machine Learning Engineer, you will report to the Director of Data Science and Machine Learning in the Center for Data and Insights, working from Los Angeles or San Francisco area in California.
In this Machine Learning Engineer role focused on Algorithm Development and End-to-End Production at our VOD streaming company, you will lead the creation and deployment of scalable ML models to detect account sharing fraud, drawing from user behavior data like geolocation, concurrent sessions, and device profiles. This position is essential for collaborating with data scientists, product analysts, and data engineers, translating research prototypes into production systems that enhance detection accuracy while minimizing user disruption, aligning with proven strategies from streaming giants to boost subscriber growth. We work a hybrid schedule, in-office three days a week; Tuesday, Wednesday, and Thursday. 
Design and implement machine learning algorithms, including anomaly detection models, to identify unauthorized account sharing in real-time.
Develop end-to-end ML pipelines for data preprocessing, model training, evaluation, and deployment using cloud platforms.
Optimize models for performance, scalability, and efficiency to handle high-volume streaming data.
Integrate ML solutions with existing systems via APIs and establish monitoring for model drift and retraining.
Collaborate on A/B testing and iteration to refine algorithms based on feedback and evolving evasion tactics.

Требования

Experience: You bring 8+ years of hands-on experience in ML engineering, with a track record in fraud or anomaly detection systems, ideally in online, consumer facing products and services.
Technical Skills: Expert in Python and frameworks like TensorFlow, PyTorch, or XGBoost, with proficiency in MLOps tools such as MLflow, Docker, and cloud services like AWS SageMaker, Databricks MLFlow, etc. Experience with cloud computing infra and tooling such as AWS/GCP.
Cross-Functional Collaborations: Experienced in working with data scientists, engineers, and product teams to deploy models that support business goals like revenue optimization.
Communication Skills: Strong ability to document technical processes and explain algorithm decisions to diverse stakeholders for seamless integration.
Education Background: Possess a master's degree in computer science, machine learning, or a related quantitative field, with certifications in cloud ML being a plus.
Communication Skills: Excellent verbal and written communication skills, with the ability to convey complex technical concepts to non-technical stakeholders.
Educational Background: Graduate degree (MS or PhD) in Computer Science, Statistics, or a related field.

Другое

Founded by fans, delivers the art and culture of anime to a passionate community. We super-serve over 100 million anime and manga fans across 200+ countries and territories, and help them connect with the stories and characters they crave. Whether that experience is online or in-person, streaming video, theatrical, games, merchandise, events and more, it’s powered by the anime content we all love.
Join our team, and help us shape the future of anime!
In addition to getting to work with fun, passionate and inspired colleagues, you will also enjoy the following benefits and perks:
Receive a great compensation package including salary plus performance bonus earning potential, paid annually.
Flexible time off policies allowing you to take the time you need to be your whole self.
Generous medical, dental, vision, STD, LTD, and life insurance
Health Saving Account HSA program
Health care and dependent care FSA
401(k) plan, with employer match
Employer paid commuter benefit
Support program for new parents
Pet insurance and some of our offices are pet friendly!
#LifeAtCrunchyroll #LI-Hybrid
We want to be everything for someone rather than something for everyone and we do this by living and modeling our values in all that we do. We value
Courage. We believe that when we overcome fear, we enable our best selves.
Curiosity. We are curious, which is the gateway to empathy, inclusion, and understanding.
Kaizen. We have a growth mindset committed to constant forward progress.
Service. We serve our community with humility, enabling joy and belonging for others.
Our mission of helping people belong reflects our commitment to diversity & inclusion. It's just the way we do business.
We are an equal opportunity employer and value diversity at . Pursuant to applicable law, we do not discriminate on the basis of race, religion, color, national origin, gender, sexual orientation, age, marital status, veteran status, or disability status.
, LLC is an independently operated joint venture between US-based Sony Pictures Entertainment, and Japan's Aniplex, a subsidiary of Sony Music Entertainment (Japan) Inc., both subsidiaries of Tokyo-based Sony Group Corporation.
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