Senior/ Machine Learning Engineer (LLM)
Singapore
PatSnap
Patsnap empowers IP and R&D teams with advanced AI to get better answers and make faster decisions. Increase IP productivity by 75% while reducing R&D wastage by 25%.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.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Job stats:
0
0
0
Categories:
Engineering Jobs
Machine Learning Jobs
Tags: Architecture BERT Computer Science Deep Learning GPT JAX LLMs Machine Learning Model deployment Model training NLP Pipelines Python PyTorch Research TensorFlow
Region:
Asia/Pacific
Country:
Singapore
More jobs like this
Explore more career opportunities
Find even more open roles below ordered by popularity of job title or skills/products/technologies used.
Sr. Data Engineer jobsData Scientist II jobsStaff Data Scientist jobsBI Developer jobsStaff Machine Learning Engineer jobsPrincipal Data Engineer jobsData Manager jobsSenior AI Engineer jobsJunior Data Analyst jobsData Science Intern jobsData Science Manager jobsResearch Scientist jobsBusiness Data Analyst jobsPrincipal Software Engineer jobsData Specialist jobsLead Data Analyst jobsSoftware Engineer II jobsData Analyst Intern jobsSr. Data Scientist jobsData Engineer III jobsBI Analyst jobsJunior Data Engineer jobsDevOps Engineer jobsSoftware Engineer, Machine Learning jobsAI/ML Engineer jobs
Snowflake jobsEconomics jobsLinux jobsOpen Source jobsData Warehousing jobsComputer Vision jobsMLOps jobsGoogle Cloud jobsAirflow jobsNoSQL jobsRDBMS jobsKafka jobsBanking jobsHadoop jobsJavaScript jobsClassification jobsScala jobsScikit-learn jobsPhysics jobsKPIs jobsData warehouse jobsOracle jobsTerraform jobsStreaming jobsGitHub jobs
PostgreSQL jobsScrum jobsPySpark jobsR&D jobsLooker jobsPandas jobsSAS jobsCX jobsBigQuery jobsData Mining jobsDistributed Systems jobsJira jobsdbt jobsRobotics jobsIndustrial jobsRedshift jobsUnstructured data jobsReact jobsMicroservices jobsJenkins jobsData strategy jobsNumPy jobsE-commerce jobsPharma jobsGPT jobs