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LLM Applied Data Scientist (RAG/ NLP)

BinanceTaiwan, Taipei
On-site Full-time

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Experience Level

Experience

Qualifications

A Master's or PhD in Computer Science, Data Science, Machine Learning, or a related field. Proven experience in NLP, reinforcement learning, and large-scale data processing. Proficiency in programming languages such as Python and frameworks like TensorFlow or PyTorch. Strong analytical skills with a focus on problem-solving and critical thinking. Experience with System 2 thinking methodologies and advanced decoding strategies. Excellent communication skills and the ability to work collaboratively in a fast-paced environment.

About the job

Join Binance, the foremost global blockchain ecosystem powering the largest cryptocurrency exchange in terms of trading volume and registered users. Trusted by over 300 million individuals across 100+ countries, we pride ourselves on our unparalleled security, transparency of user funds, rapid trading engine, deep liquidity, and an extensive range of digital asset products. Our offerings span trading, finance, education, research, payments, institutional services, Web3 functionalities, and more. We harness the potential of digital assets and blockchain technology to create a more inclusive financial ecosystem, fostering financial freedom and accessibility for individuals worldwide.

Role Overview
We are on the lookout for an exceptional Research Scientist/Engineer to elevate the reasoning and planning capabilities of large foundational models. In this pivotal role, you will enhance model performance throughout the entire development lifecycle, from data acquisition and supervised fine-tuning (SFT) to reward modeling and reinforcement learning, while spearheading innovations in reasoning and decision-making processes. Your expertise will be crucial in synthesizing vast, high-quality datasets through rewriting, augmentation, and generation techniques to bolster foundational models during pretraining, SFT, and RL phases. A significant aspect of this position involves tackling complex challenges using System 2 thinking and deploying advanced decoding strategies such as Monte Carlo Tree Search (MCTS) and A*. You will also design and implement rigorous evaluation methodologies, instruct models to interact with external tools, APIs, and code interpreters, and develop agents and multi-agent systems aimed at solving intricate real-world problems.

About Binance

Binance stands as a beacon in the blockchain industry, revolutionizing the way the world interacts with digital currencies. With a commitment to security and user-centric services, we are dedicated to creating an ecosystem that promotes financial freedom and inclusivity. Our diverse range of offerings is designed to empower individuals and institutions alike, making us a trusted partner in navigating the complexities of the cryptocurrency landscape.

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