Member of Technical Staff - Dataset Engineering

October 10

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Runway

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machine learning • artificial intelligence • tools • creative • Computer Software

11 - 50

💰 $50M Series C on 2022-12

Description

• Runway is a research company pioneering new tools for human imagination. • Runway has been at the forefront of multi-modal AI systems. • We're looking for Dataset Engineers to help curate, build, and optimize datasets for model training. • The ideal candidate has strong machine learning skills and experience with large-scale datasets. • Develop and maintain large-scale, multimodal datasets for training and evaluating models. • Optimize models for data preprocessing tasks. • Create and run evaluations and benchmark analyses for datasets and models. • Implement fast iteration cycles and feedback loops to continuously improve model datasets. • Work with a world-class research team. • Evaluate new datasets and models for upstream data tasks.

Requirements

• 4+ years of relevant experience in machine learning or dataset engineering, ideally with multimodal datasets • Experience with running and optimizing models offline at large scale • Excellent data modeling skills and experience with data curation • Proficiency in model finetuning and optimization for data preprocessing • Strong data analysis and SQL skills • Experience in creating evaluations and running benchmark analyses • Solid knowledge of at least one machine learning framework (e.g. PyTorch, JAX, TensorFlow) • Very strong programming skills and ability to write clean and maintainable code • Deep interest in building human-in-the-loop systems for creativity • Ability to rapidly prototype solutions and iterate on them with tight product deadlines • Strong familiarity with tools such as Ray, Kubernetes, Airflow, Prefect • Excellent communication, collaboration, and documentation skills