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Research Engineer - Computer Vision

Posted 2 months agoViewed

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💎 Seniority level: Junior, PhD and 1+ years or MS and 3+ years

📍 Location: Bay Area

🔍 Industry: Artificial Intelligence

🏢 Company: Snorkel AI👥 101-250💰 11 months agoArtificial Intelligence (AI)Data Collection and LabelingMachine LearningEnterprise Software

⏳ Experience: PhD and 1+ years or MS and 3+ years

🪄 Skills: PostgreSQLSoftware DevelopmentSQLMachine LearningMySQLAlgorithmsAzure

Requirements:
  • PhD and 1+ years of experience in applied machine learning (ML) on computer vision (CV) or natural language processing (NLP) tasks.
  • MS and 3+ years of work experience with focus on delivering products (including internships and co-ops).
  • Strong coding and problem solving skills.
  • Experience as a researcher/developer of ML taking projects from conception to production.
  • Strong ML experience in building datasets and models.
  • Work that focused on multimodal (a combination of image, text, video, audio, pointcloud, MRI, etc.) data and using active learning, semi-supervised, self-supervised, weakly supervised, etc.
  • Work with larger models (e.g. 1B+ parameters).
  • Experience with database (PostgreSQL, SQL, MySQL, etc.).
  • Experience with front-end prototyping tools such as streamlit and dash.
  • Experience with cloud ML platforms such as Vertex AI, Azure AI, and SageMaker.
  • Publications in top-tier conferences (such as ICML, ICLR, AAAI, NeurIPS, CVPR, ICCV, ICRA, ECCV, ACCV, EMNLP, CoRL, etc.) are highly desirable.
Responsibilities:
  • Establish and empirically demonstrate the state-of-the-art approaches for data-centric model iteration and analysis.
  • Prototype end-to-end workflows with novel techniques and algorithms, synthesize results, and help to transfer learnings into Snorkel products.
  • Work closely with design partners to validate your work on real-world use cases with measurable impact.
  • Contribute to novel research on topics of interest to Snorkel AI by collaborating with other Snorkel Research scientists and affiliate scientists (academic, government, and industry researchers).
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  • PhD and 1+ years of experience in applied machine learning on computer vision or natural language processing tasks.
  • MS and 3+ years of work experience focused on delivering products (including internships and co-ops).
  • Strong coding and problem-solving skills.
  • Experience as a researcher/developer of ML taking projects from conception to production.
  • Strong ML experience in building datasets and models.
  • Work that focused on multimodal data and using active learning and other methodologies.
  • Experience with larger models (e.g., 1B+ parameters).
  • Experience with databases like PostgreSQL, SQL, MySQL.
  • Experience with front-end prototyping tools such as Streamlit and Dash.
  • Experience with cloud ML platforms like Vertex AI, Azure AI, and SageMaker.
  • Publications in top-tier conferences are highly desirable.

  • Establish and empirically demonstrate state-of-the-art approaches for data-centric model iteration and analysis.
  • Prototype end-to-end workflows with novel techniques and algorithms, synthesize results, and help transfer learnings into Snorkel products.
  • Work closely with design partners to validate work on real-world use cases with measurable impact.
  • Contribute to novel research on topics of interest by collaborating with other Snorkel Research scientists and affiliate scientists.

PostgreSQLPythonSQLCloud ComputingImage ProcessingMachine LearningPyTorchData engineeringTensorflowPrototyping

Posted 10 days ago
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