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Applied Research Engineer - Video Data & ML, Mid-Level (Remote)

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Job Summary:

Turing is seeking an Applied Research Engineer specializing in video generation and machine learning to enhance datasets and workflows for next-generation video synthesis models. The role involves collaborating with ML teams to curate training data, contributing to model experiments, and refining workflows for high-fidelity video generation.

Responsibilities:

• Co-develop structured guidelines for datasets powering generative models, with an emphasis on:

• Prompt-conditioned video generation (text-to-video, image-to-video)

• Consistency in motion, temporal coherence, and visual quality

• Control signal labeling (e.g., camera trajectories, depth, optical flow)

• Style, identity, or scene constraints across frames

• Collaborate with ML stakeholders to align data specs with generation tasks such as video inpainting, editing, expansion, or simulation-to-real synthesis.

• Analyze where dataset limitations are causing poor outputs or failure cases in generative benchmarks (e.g., Video-Bench, VBench, or internal video synthesis metrics).

• Recommend guideline updates and synthetic data augmentations based on output inspection and metric evaluations (FID, IS, CLIP similarity, etc.).

• Assist in fine-tuning or conditioning small video generation models (e.g., diffusion-based or transformer-based architectures) under the guidance of senior engineers.

• Run targeted experiments to evaluate model behavior across data variations and prompt types.

• Build structured review protocols for evaluating generated video content, including:

• Temporal jitter or drift

• Semantic coherence with prompts

• Help define feedback loops for iterative data refinement and edge-case tracking.

• Act as a liaison between ML engineers, data operations, and evaluation teams to ensure dataset alignment with generative objectives.

• Produce clear documentation and updates on data design, annotation strategy, and model performance feedback.

Qualifications:

Required:

• 3–5 years of experience in computer vision, applied ML, or generative AI, especially with video, image, or temporal modeling.

• Familiarity with video synthesis techniques, including diffusion models, transformer-based generators, or GAN variants.

• 3+ years of experience writing production-quality software, preferably in machine learning, AI, or data science contexts.

• Proficiency in Python and familiarity with libraries such as PyTorch, Keras, scikit-learn, and Hugging Face.

• Hands-on experience with basic fine-tuning or evaluation of generative models (e.g., with PyTorch, TensorFlow, Hugging Face, or Runway).

• Exposure to tools or platforms for dataset curation and video inspection (e.g., CVAT, custom viewers, or synthetic data generators).

• Strong grasp of the data lifecycle in generative AI—annotation, prompt engineering, synthetic data usage, and evaluation.

• Ability to read ML/AI research papers (e.g., on video diffusion, text-to-video, or controllable generation) and apply insights to dataset or model design.

• Excellent communication skills —confident in presenting technical findings, coordinating with stakeholders, and translating between research and delivery teams.

Company:

Turing advances frontier AI and builds real-world systems for Fortune 500 companies, governments, and the world’s leading AI labs. Founded in 2018, the company is headquartered in Palo Alto, California, USA, with a team of 1001-5000 employees. The company is currently Late Stage. Turing has a track record of offering H1B sponsorships.

Seniority level

  • Seniority level

    Mid-Senior level

Employment type

  • Employment type

    Full-time

Job function

  • Industries

    Software Development

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Medical insurance

Vision insurance

401(k)

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