Software Engineer, Applied Machine Learning
Full-time
fal
Responsibilities
- Extend image, video, audio, and 3D generative models with new capabilities and modalities using conditioning, generation, editing, training-free methods, and fine-tuning.
- Develop and maintain fine-tuning APIs that let customers customize generative models.
- Create reusable model components, abstractions, building blocks, and inference pipelines.
- Optimize model inference for low latency, high throughput, and efficient GPU utilization.
- Build, deploy, and maintain scalable and reliable generative model APIs in production.
- Anticipate and resolve production challenges involving scalability, reliability, security, safety, and performance.
- Collaborate directly with customers to develop novel generative media solutions.
Requirements
- 3+ years of professional experience as an Applied ML Engineer, including at least 1–2 years focused on generative media or computer vision.
- Expert-level proficiency in Python and PyTorch.
- Deep practical understanding of diffusion and flow-based generative models.
- Hands-on experience with open-weight model ecosystems, including Hugging Face and Diffusers.
- Experience designing and implementing training-free extensions for image, video, audio, or 3D generative models.
- Experience developing and executing custom post-training or fine-tuning approaches for generative models.
- Ability to independently take ambitious machine learning ideas from concept to production.
- Experience in fast-paced startup environments or digital media and entertainment industries is valued.
Benefits
- Health, dental, and vision insurance in the US.
- Regular team events and offsites.
- Interesting and challenging work with learning and growth opportunities.
Vacancy posted 13 days ago
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