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More information can be found in the PDF file.
General Information
Full Name | Shutian Ma |
Contact | mashutian0608 [at] hotmail [dot] com |
Languages | Chinese, English |
Education
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2014 - 2021 Ph.D. in Information Science
Nanjing University of Science & Technology, Nanjing, China - Advised by Prof. Chengzhi Zhang
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2010 - 2014 B.M. in Information Management and System
Nanjing University of Science & Technology, Nanjing, China
Experience
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2024 - now Freelance
Fizzdrgaon / Volant Academic - Media generation expertise integrating Midjourney and Runway for creative projects, deploying AI models like SD and FLUX, and customizing ComfyUI for advanced AI-powered applications.
- Academic mentorship in LLMs, multimodal AI, and data mining, guiding research projects, optimizing model performance, and contributing to impactful publications.
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2023 NLP Engineer
Wuxi Lead Intelligent Equipment, Wuxi, China - Parsed PDF files to build a full-text dataset and implemented a Retrieval-Augmented Generation system using LangChain, enabling retrieval of relevant text blocks via vectorized queries for LLM-based answer generation.
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2020 - 2023 Data Scientist
Tencent, Shenzhen, China - Constructed the training dataset for fine-tuning and developed a conversational model by applying LoRA to fine-tune ChatGLM-6B on domain-specific texts.
- Led a team of 4 outsourced members in data annotation, implemented brand and snack name recognition in UGC and supported the Smart Retail department in product selection.
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2020 NLP Engineer Intern
Aegis, Nanjing, China - Deployed an annotation platform using Doccano, implemented NER in legal text using BiLSTM+CRF.
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2019 NLP Engineer Intern
ByteDance, Beijing, China - Developed a user query classification system with fastText, integrating user click behavior to recommend relevant ads, improving ad targeting efficiency through successful product deployment.
Honors and Awards
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2018 - 研究生国家奖学金一等奖/National Postgraduate Scholarship First Prize
- 工信部创新创业奖学金一等奖/MIIT Innovation and Entrepreneurship Scholarship First Prize
Academic Interests
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Natual Language Processing.
- traditional NLP tasks.
- LLMs.
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Data Mining.
- Clustering & Classification.
- Text Mining.