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Research Scientist: ML-Powered Product Features

1 month ago


San Francisco, California, United States Autodesk Full time

About the Role

We are seeking a skilled Research Engineer to join our team at Autodesk Research, where you will work alongside world-class researchers and engineers to build new ML-powered product features that help our customers imagine, design, and make a better world.

As a Research Engineer, you will own and lead engineering projects in the area of data acquisition, ingestion, and curation, organizing and curating large, unstructured, disparate multi-modal data sources into a unified format suitable for machine learning.

You will develop and deploy highly scalable distributed systems to process, filter, and deploy datasets for use with machine learning, conduct and analyze experiments on data to provide insights, and produce data visualizations and summaries to communicate data characteristics to researchers and leadership.

Additionally, you will work with our legal and trust teams to ensure compliant and ethical use of data, develop and deploy data pipelines into secure remote environments respecting and demonstrating security best practices, and write robust, testable code that is well-documented and easy to understand.

Requirements

  • BSc or MSc in Computer Science, or equivalent industry experience
  • 3+ years of experience with data modeling, architecture, and processing skills with varied data representations including 2D and 3D geometry
  • The ability to create excellent technical documentation for code, data analysis, and experiment findings
  • Experience with software version control, unit tests, and deployment pipelines
  • Experience with cloud services & architectures (AWS, Azure, etc.)
  • Experience with relational databases (e.g., MySQL, PostgreSQL) and NoSQL databases (e.g., MongoDB, Cassandra)
  • Experience with frameworks such as Ray data, Metaflow, Hadoop, Spark, and Hive
  • Experience with vector data stores

Preferred Qualifications

  • Experience with computational geometry such as mesh or boundary representation data processing
  • Experience with CAD model search and retrieval, in PLM systems or other searchable CAD databases
  • Experience using open-source pre-trained language and vision/language models such as Bert, Llama, LLaVA, etc.

About Autodesk

Welcome to Autodesk, where amazing things are created every day with our software – from the greenest buildings and cleanest cars to the smartest factories and biggest hit movies.

We help innovators turn their ideas into reality, transforming not only how things are made, but what can be made.

Our values and ways of working help our people thrive and realize their potential, which leads to even better outcomes for our customers.

When you're an Autodesker, you can be your whole, authentic self and do meaningful work that helps build a better future for all.