Natural Language Processing Specialist
5 days ago
Overview
LAWNET TECHNOLOGY SERVICES PTE. LTD. is a leading technology company that powers LawNet, Singapore's premier portal for legal research, information, and transactions.
We are seeking an experienced Natural Language Processing Specialist to join our team and play a crucial role in developing and enhancing our AI-driven products and services.
About the Role
The successful candidate will work closely with our domain experts to understand data sources, formats, and structure.
You will collaborate with Machine Learning Engineers and MLOps Engineers to understand data requirements for Large Language Model (LLM) training and inference.
Your primary responsibilities will include:
- Data engineering tasks, including data collection, preprocessing, quality control, and augmentation to ensure high-quality datasets for model training.
- Developing from scratch and fine-tuning both traditional NLP and LLM models on our cloud infrastructure, optimizing for safety and performance.
- Collaborating with domain experts and carrying out independent research to optimize and develop product evaluation suites to measure model and product performance.
- Mitigating bias and ensuring fairness within the training data for the LLM.
- Leading in the development and implementation of strategies for data augmentation to improve LLM performance.
- Integrating NLP models into automated pipelines with AI and MLOps Engineers.
- Staying abreast of the latest NLP techniques and methodologies, experimenting with new models and approaches to maintain our competitive edge.
- Conducting rigorous testing and validation of NLP models to ensure robustness and reliability.
Requirements and Qualifications
To be considered for this position, you must have:
- A Bachelor's or Master's degree in Computer Science, Artificial Intelligence, Linguistics, or a related field.
- Proven experience in NLP or related areas, with a strong portfolio of projects demonstrating expertise in data engineering and model training/finetuning.
- Solid understanding of machine learning algorithms, language modeling, and their applications.
- Proficiency in programming languages such as Python, and experience with NLP libraries (e.g., NLTK, spaCy, Hugging Face).
- Experience with cloud computing platforms and services, and the ability to deploy and manage large models in a cloud environment.
- Strong problem-solving skills, with a creative and analytical approach to tackling complex challenges.
- Excellent communication and collaboration skills, with the ability to work effectively in a team environment.
Estimated Salary
SGD 120,000 - SGD 180,000 per annum, depending on experience.
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