Senior ML Engineer, 3D Data — Scale 3D Gen Pipelines

Showcify, Inc.; San Mateo (CA); On-site; USD 212,000 - 295,000; Full time

Benefits offered by this job

Equity compensation

Benefits

Job summary

Roblox is seeking a Machine Learning Engineer to architect data pipelines and infrastructure for 3D generative models at scale. You will collaborate with AI researchers to scale data, build robust ingestion/cleaning systems, and implement synthetic data workflows that support foundation models.

You will own evaluation frameworks and deployment APIs while advancing SOTA research and ensuring efficient resource use across distributed systems.

Qualifications

• 5+ years of experience as a research-focused data systems engineer (preferably working with 3D generative models).
• Expertise in building scalable ML data pipelines for both batch and real-time environments with petabytes-scale data.
• Versatile: you're a generalist and adaptable in multiple languages/technologies.
• Team-player & Technical Leader: mentors peers and delivers cross-team features.
• Python proficiency for automation and infrastructure management.
• Passionate about generative AI, especially in 3D/4D content.
• Bachelor's degree or equivalent in CS/CE or similar field.

Responsibilities

• High-Scale Data Orchestration: Architect and maintain automated pipelines for ingestion, cleaning, and pre-processing of 3D datasets spanning petabytes of data
• Synthetic Data Generation: Research and implement synthetic data creation pipelines
• Research-to-Production Bridge: Collaborate with ML Engineers and Data Scientists to streamline data workflows and troubleshoot data-related issues
• Scalable Evaluation Frameworks: Build and own evaluation—metrics and human-in-the-loop interfaces to evaluate datasets and models
• Model Deployment & API Architecture: Design and optimize high-throughput, low-latency Inference APIs
• Autonomous SOTA Tracking: Keep up with literature and optimizations in generative modeling
• Resource Efficiency & Observability: Monitoring pipeline health and optimize data loading to use GPUs efficiently

Skills

Data pipelines

Python

Distributed systems

ML data pipelines

Leadership

Generative AI

C++

Education

Bachelor's degree in CS/Engineering

Tools

Weights & Biases

MLflow

C++

Job description

Roblox is seeking a Machine Learning Engineer to architect data pipelines and infrastructure for 3D generative models at scale. You will collaborate with AI researchers to scale data, build robust ingestion/cleaning systems, and implement synthetic data workflows that support foundation models.

You will own evaluation frameworks and deployment APIs while advancing SOTA research and ensuring efficient resource use across distributed systems.