Research Scientist - LLM Foundation Models
Singapore
Full time
Hybrid
Compensation is not specified
Role
Data Scientist
Description
Responsibilities
- Develop strategies for enhancing reasoning and planning processes in model development by improving data acquisition, model evaluation, reward modeling, and reinforcement learning to boost overall performance.
- Utilize various methods such as rewriting, augmentation, and data generation to synthesize large-scale, high-quality data and enhance the capabilities of foundation models at different stages.
- Employ advanced decoding strategies like MCTS and A* to tackle complex tasks using system 2 thinking.
- Create and implement robust evaluation methodologies to gauge model performance effectively at various development phases.
- Instruct foundation models on using tools, interacting with APIs, and coding interpreters while building agents and multi-agent systems to solve intricate tasks.
Requirements
- Possess significant research experience in RL, LLM, and large-scale model training with a preference for proficiency.
- Must have a strong foundation in data structures, fundamental algorithm skills, and proficiency in Python or C++/Java.
- Previous engagement with noteworthy projects or papers in RL, NLP, or Deep Learning would be advantageous.
- Demonstrate excellent problem analysis and solving abilities to address challenges in large-scale model training and application.
- Showcase good communication and collaboration skills, capable of exploring new technologies with the team and promoting technological advancements.
Why Binance
- Contribute to shaping the future within the top blockchain ecosystem globally.
- Collaborate with top-notch professionals in an organization that focuses on users globally while working within a flat organizational structure.
- Engage in unique and fast-paced projects independently within an innovative environment.
- Grow your career with a results-driven workplace that values continuous learning providing ample opportunities for professional development.
- Enjoy a competitive salary and attractive company benefits.
- Take advantage of a work-from-home arrangement, subject to variation based on business team requirements.
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Skills Required
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Binance
Website
Not specified
Company size
Not specified
Location
United States
Description
Not specified