[KR] ML Research Engineer, 5+ Years Experience at Twelve Labs

Seoul, South Korea

Twelve Labs Logo
Not SpecifiedCompensation
Senior (5 to 8 years)Experience Level
Full TimeJob Type
UnknownVisa
AI & Machine LearningIndustries

Skills

Key technologies and capabilities for this role

Machine LearningModel DevelopmentSystem DevelopmentMultimodal ModelsDistributed TrainingHPC ToolsProblem-SolvingCommunicationCollaborationVideo SearchVideo Language Models

Questions & Answers

Common questions about this position

What is the work location or arrangement for this role?

The position is hybrid.

What is the salary for this ML Research Engineer position?

This information is not specified in the job description.

What technical skills are required or preferred for this role?

Preferred skills include Python, PyTorch, TensorFlow, JAX, Ray, DeepSpeed, FFmpeg, Fast API, Postgres, multi-node distributed training, and large-scale GPU management. Experience with libraries like PyTorch, TensorFlow, and JAX is part of the responsibilities.

What experience level is needed for this position?

Candidates need 5+ years of experience in machine learning model and system development, plus understanding of multimodal models.

What is the interview process like?

The process includes resume screening, 1st round interview, coding test, 2nd round interview, and technical fit interview.

Twelve Labs

AI system for video content understanding

About Twelve Labs

Twelve Labs focuses on artificial intelligence and video understanding by developing a system that analyzes videos to extract key features like actions, objects, and speech. This information is transformed into vector representations, enabling fast semantic search within large video datasets. The company differentiates itself by providing a platform that is faster and more effective than many existing models, allowing developers and product managers to easily integrate its technology through an API. Twelve Labs aims to make all videos searchable, enhancing the way businesses utilize video content.

San Francisco, CaliforniaHeadquarters
2021Year Founded
$104.2MTotal Funding
EARLY_VCCompany Stage
Enterprise Software, AI & Machine Learning, EducationIndustries
51-200Employees

Risks

Increased competition from emerging AI startups in video understanding.
Rapid AI advancements require continuous innovation, straining resources.
Potential over-reliance on key investors like SK Telecom and Databricks.

Differentiation

Twelve Labs offers a comprehensive AI system for multimodal video understanding.
Their technology transforms video content into vector representations for fast semantic search.
The platform's API allows easy integration into clients' systems with minimal effort.

Upsides

Growing demand for AI-driven video analytics in education, healthcare, and security sectors.
Recent $30 million funding enhances technology development and strategic partnerships.
Collaboration with cloud providers boosts scalability and efficiency of video processing.

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