Senior Machine Learning Engineer / Machine Learning Expert

Reposted 3 Days Ago
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Singapore, SGP
In-Office
Senior level
Artificial Intelligence • Software
The Role
The role involves building advanced knowledge extraction engines for Materials Science, developing data extraction pipelines, and optimizing RAG architectures for scientific documents.
Summary Generated by Built In
Job Overview
We are looking for a visionary Machine Learning Engineer to build the next generation of knowledge extraction engines for Materials Science. In this role, you will go beyond simple text processing to tackle the most challenging aspects of patents and academic papers: complex table reconstruction, experimental workflow synthesis, chemical property mapping, and multimodal chart analysis. You will leverage NER, RAG, post-training to transform massive unstructured scientific literature into high-value, structured R&D databases.

Responsibilities

  • Data Extraction Pipelines: Develop end-to-end solutions integrating OCR, Layout Analysis, and Semantic Parsing to precisely capture chemical formulas, experimental parameters, and performance metrics from complex documents. Resolve cross-modal data alignment between body text and complex scientific visuals (e.g., tables, chemical structures, and charts).
  • RAG Development: Partner with Data and Agent teams to design and implement robust RAG (hybrid search, ranking optimization) and search architectures, ensuring highly relevant document retrieval for complex scientific queries.
  • Model Post-training: Utilize post-training skills to enhance LLMs' reasoning capabilities and understanding on Materials Science data extraction.

Qualifications

  • Minimum Qualifications
  • Bachelor's degree or higher in Computer Science, Artificial Intelligence, or a related quantitative field.
  • Proficient in leveraging AI-enhanced development tools such as Claude Code, solid programming skills in Python with a focus on algorithmic implementation.
  • 3+ years of hands-on experience in NLP/LLM/RAG, with a proven track record of deploying complex information extraction systems in production.
  • Excellent communication skills with the ability to understand product requirement, solve data/RAG related challenges within a cross-functional team.
  •  
  • Preferred Qualifications
  • RAG & Data: Deep experience in high-quality data processing and building production-grade RAG systems (including vector databases, hybrid search, and re-ranking).
  • Model Refinement: Proven ability to enhance extraction accuracy through post-training techniques, including NER, prompt engineering, and instruction fine-tuning.
  • Domain Expertise: Familiarity with Physics, Chemistry, or Biology (e.g., understanding of molecular structures or material properties) is a significant plus.

Skills Required

  • Bachelor's degree in Computer Science or related field
  • 3+ years of experience in NLP, LLM, RAG
  • Proficient in Python programming
  • Experience with AI-enhanced development tools
  • Understanding of Physics, Chemistry, or Biology
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The Company
500 Employees
Year Founded: 2007

What We Do

Founded in 2007, Patsnap is the company behind the world’s leading innovation intelligence platform. Patsnap is used by more than 10,000 customers in over 50 countries around the world to access market, technology, and competitive intelligence as well as patent insights needed to take products from ideation to commercialization. Customers are innovators across multiple industry sectors, including agriculture and chemicals, consumer goods, food and beverage, life sciences, automotive, oil and gas, professional services, aviation and aerospace, and education. To learn more about how Patsnap is improving the way companies innovate, visit www.patsnap.com.

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