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Senior/ Machine Learning Engineer (LLM)

PatsnapSingapore, SingaporeOnsite

Responsibilities


  • Engage in the development and optimization of large-scale pre-training language models, including model architecture design, parallel training strategies, and performance improvements.
  • Drive research and implementation of advanced LLM post-training techniques, including chain-of-thought tuning, preference alignment, and RL for reasoning.
  • Develop and optimize data collection pipelines for model training, including data de-duplication, cleaning, and verification.
  • Design and implement solutions for model deployment, including inference optimization and scaling strategies.
  • Collaborate with cross-functional teams to apply LLM capabilities in various business scenarios, such as materials science.
  • Stay current with the latest developments in the field and contribute to the company's technical roadmap.

Qualifications


  • Master's or Ph.D. in Computer Science, AI, or related field.
  • 5+ years of experience in machine learning, with specific focus on NLP and LLMs.
  • Strong understanding of transformer architectures and modern LLM frameworks(BERT, GPT, T5).
  • Extensive experience with deep learning frameworks (PyTorch, TensorFlow, JAX).
  • Strong programming skills in Python and proficiency with ML tools (Hugging Face, DeepSpeed).
  • Proven track record in training and optimizing large-scale language models (10B+ parameters) is preferred.
  • Experience with distributed training systems (Megatron) and optimization techniques is preferred.

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Life at Patsnap

At PatSnap, we pride ourselves on knowing everything about technology and innovation. Whether it’s determining your competitors’ innovation strategy, identifying new areas to grow your business or helping you navigate past potential risks, we identify the technological opportunities that could affect the future growth and survival of your business.\n\nWith the use of AI technology, we connect and analyze data points from patents, journals, venture capitalists, startups, M&A, technology news and more, so you can separate the signals from the noise at every step of your innovation funnel.\n\nClose the innovation insights gap, improve collaboration between teams and overcome strategic challenges with PatSnap. \n\nExperience PatSnap first-hand - book a demo at www.patsnap.com
Thrive Here & What We Value- Inclusive environment- Lifelong learning- Entrepreneurial spirit- Openness and honesty- Customercentric approach- Generous annual leave and bank holidays- Paid parental leave- Private healthcare- Eyecare voucher scheme- Perkbox benefit scheme

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