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Research Engineer - Datasets at Runway ML | Remote

Runway MLRemote
Remote Full-time

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Experience Level

Experience

Qualifications

Key ResponsibilitiesDesign and curate multimodal, multitask datasets that enhance world models by determining the necessary data to collect or generate and assessing its impact on model learning and performance. Conduct controlled training experiments to analyze how data composition influences model efficacy across different tasks and domains. Develop and manage large-scale pipelines for synthetic data generation, quality assurance, and filtering processes. Establish evaluation metrics and benchmarks to ascertain meaningful improvements in our models' capabilities. Collaborate with product and creative teams to translate desired behaviors and capabilities into actionable data strategies. QualificationsMinimum of 4 years of experience in machine learning, with a preference for candidates who have worked with data-centric methodologies. Proficient in handling large multimodal datasets and generative models, including video, image, or multimodal data. Strong analytical skills and intuition regarding how data composition affects model performance. Experience in building and deploying data pipelines is advantageous.

About the job

At Runway ML, we are pioneering artificial intelligence that blends artistry with scientific inquiry. We believe that advancing world models is essential to address the most pressing challenges in AI, such as robotics, healthcare, and scientific innovation. Unlike traditional language models, our approach emphasizes experiential learning through simulations, enabling models to understand and adapt in ways akin to human learning, thus accelerating progress beyond the constraints of the physical world.

Our diverse and innovative team is composed of passionate individuals committed to making a difference. We strive to create groundbreaking technologies and recognize that our success hinges on cultivating an exceptional team. If you are motivated to contribute to transformative developments, we want to hear from you!

Role Overview

As a Research Engineer specializing in datasets, you will play a critical role in constructing comprehensive world models that effectively understand and replicate real-world scenarios across various tasks and domains. Your responsibilities will encompass curating and designing robust datasets, conducting modeling experiments, and developing scalable data infrastructure that influences the capabilities of our models, impacting applications in creative tools and robotics.

About Runway ML

Runway ML is at the forefront of merging artistry and technology, developing AI that not only simulates real-world interactions but also enhances human creativity. Our mission is to empower individuals and teams with innovative tools that bridge the gap between art and science.

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