AI Engineer - LLM
CÔNG TY TNHH QUALGO TECHNOLOGIES VIETNAM
Địa điểm làm việc: Hồ Chí Minh
Hết hạn: 23/10/2024
- Chi tiết công việc
- Giới thiệu công ty
Thu nhập: Thỏa thuận
Loại hình: Toàn thời gian
Chức vụ: Nhân viên
Kinh nghiệm: 2 - 5 năm
Mô tả công việc
Department: AI and Data Team
Job Summary: We are seeking a highly skilled AI Engineer with expertise in Natural Language Processing (NLP) and Large Language Models (LLM) to join our AI and Data Team. The ideal candidate will be responsible for designing, developing, and deploying state-of-the-art NLP and LLM solutions to address complex business challenges. This role requires a deep understanding of machine learning, NLP techniques, and experience with large-scale model training and deployment.
Key Responsibilities:
Model Development:
• Design, develop, and enhance NLP and LLM models for diverse applications including customer support, chatbots, and automated assistance tools.
• Conduct research and experiments to advance the state-of-the-art in NLP and LLM.
Data Management:
• Collect, preprocess, and curate large datasets for training and evaluation of NLP, LLM models.
• Implement data augmentation and enhancement techniques to improve model robustness.
Model Deployment:
• Deploy and maintain NLP, LLM models in production environments, ensuring high availability and performance.
• Develop APIs and services to make NLP, LLM capabilities accessible to other teams and applications.
Collaboration:
• Work closely with data scientists, software engineers, and domain experts to understand requirements and deliver tailored NLP solutions.
• Provide technical guidance and mentorship to junior team members.
Performance Monitoring:
• Implement monitoring and logging for deployed models to ensure performance, reliability, and scalability.
• Conduct regular evaluations and fine-tuning of models based on feedback and new data.
Documentation and Reporting:
• Document methodologies, experiments, and results comprehensively.
• Communicate findings and progress to stakeholders through reports and presentations.
Continuous Improvement:
• Stay updated with the latest advancements in NLP, LLM, and AI research.
• Contribute to the continuous improvement of the team's processes, tools, and methodologies.
Job Summary: We are seeking a highly skilled AI Engineer with expertise in Natural Language Processing (NLP) and Large Language Models (LLM) to join our AI and Data Team. The ideal candidate will be responsible for designing, developing, and deploying state-of-the-art NLP and LLM solutions to address complex business challenges. This role requires a deep understanding of machine learning, NLP techniques, and experience with large-scale model training and deployment.
Key Responsibilities:
Model Development:
• Design, develop, and enhance NLP and LLM models for diverse applications including customer support, chatbots, and automated assistance tools.
• Conduct research and experiments to advance the state-of-the-art in NLP and LLM.
Data Management:
• Collect, preprocess, and curate large datasets for training and evaluation of NLP, LLM models.
• Implement data augmentation and enhancement techniques to improve model robustness.
Model Deployment:
• Deploy and maintain NLP, LLM models in production environments, ensuring high availability and performance.
• Develop APIs and services to make NLP, LLM capabilities accessible to other teams and applications.
Collaboration:
• Work closely with data scientists, software engineers, and domain experts to understand requirements and deliver tailored NLP solutions.
• Provide technical guidance and mentorship to junior team members.
Performance Monitoring:
• Implement monitoring and logging for deployed models to ensure performance, reliability, and scalability.
• Conduct regular evaluations and fine-tuning of models based on feedback and new data.
Documentation and Reporting:
• Document methodologies, experiments, and results comprehensively.
• Communicate findings and progress to stakeholders through reports and presentations.
Continuous Improvement:
• Stay updated with the latest advancements in NLP, LLM, and AI research.
• Contribute to the continuous improvement of the team's processes, tools, and methodologies.
Yêu cầu công việc
Qualifications:
Education:
• Master's or PhD degree in Computer Science, Artificial Intelligence, Machine Learning, or a related field.
Experience:
• Minimum of 2-5 years of experience in developing and deploying NLP, LLM models.
• Proven experience with large language models (e.g., GPT, BERT, llama, Mistral) and deep learning frameworks (e.g., TensorFlow, PyTorch).
Skills:
• Strong programming skills in Python and familiarity with NLP libraries (e.g., Hugging Face Transformers, spaCy, NLTK).
• Expertise in machine learning algorithms, neural networks, and statistical modeling.
• Experience with cloud platforms (e.g., AWS, GCP, Azure).
• Strong problem-solving skills and the ability to work independently and collaboratively.
Preferred Qualifications:
• Experience with multilingual NLP and cross-lingual transfer learning.
• Familiarity with MLOps practices and tools for continuous integration and deployment of ML models.
• Knowledge of distributed computing and big data processing frameworks (e.g., Apache Spark).
Education:
• Master's or PhD degree in Computer Science, Artificial Intelligence, Machine Learning, or a related field.
Experience:
• Minimum of 2-5 years of experience in developing and deploying NLP, LLM models.
• Proven experience with large language models (e.g., GPT, BERT, llama, Mistral) and deep learning frameworks (e.g., TensorFlow, PyTorch).
Skills:
• Strong programming skills in Python and familiarity with NLP libraries (e.g., Hugging Face Transformers, spaCy, NLTK).
• Expertise in machine learning algorithms, neural networks, and statistical modeling.
• Experience with cloud platforms (e.g., AWS, GCP, Azure).
• Strong problem-solving skills and the ability to work independently and collaboratively.
Preferred Qualifications:
• Experience with multilingual NLP and cross-lingual transfer learning.
• Familiarity with MLOps practices and tools for continuous integration and deployment of ML models.
• Knowledge of distributed computing and big data processing frameworks (e.g., Apache Spark).
Quyền lợi được hưởng
Thưởng
Performance bonus: 1 năm/lần ( Cuối quý I hàng năm)
Chăm sóc sức khoẻ
Bảo hiểm sức khoẻ cho cá nhân
Nghỉ phép có lương
15 days
Xem thêm
Performance bonus: 1 năm/lần ( Cuối quý I hàng năm)
Chăm sóc sức khoẻ
Bảo hiểm sức khoẻ cho cá nhân
Nghỉ phép có lương
15 days
Xem thêm
Thông tin khác
NGÀY ĐĂNG
23/09/2024
CẤP BẬC
Nhân viên
NGÀNH NGHỀ
Công Nghệ Thông Tin/Viễn Thông > Data Engineer/Data Analyst/AI
KỸ NĂNG
Deep Learning, Deep Learning, Deep Learning, Machine Learning, Natural Language Processing, Natural Language Processing, Problem Solving, Large Language Models
LĨNH VỰC
Phần Mềm CNTT/Dịch vụ Phần mềm
NGÔN NGỮ TRÌNH BÀY HỒ SƠ
Bất kỳ
SỐ NĂM KINH NGHIỆM TỐI THIỂU
3
QUỐC TỊCH
Người Việt Nam
Xem thêm
23/09/2024
CẤP BẬC
Nhân viên
NGÀNH NGHỀ
Công Nghệ Thông Tin/Viễn Thông > Data Engineer/Data Analyst/AI
KỸ NĂNG
Deep Learning, Deep Learning, Deep Learning, Machine Learning, Natural Language Processing, Natural Language Processing, Problem Solving, Large Language Models
LĨNH VỰC
Phần Mềm CNTT/Dịch vụ Phần mềm
NGÔN NGỮ TRÌNH BÀY HỒ SƠ
Bất kỳ
SỐ NĂM KINH NGHIỆM TỐI THIỂU
3
QUỐC TỊCH
Người Việt Nam
Xem thêm
Thông tin chung
- Thu nhập: Thỏa thuận
Cách thức ứng tuyển
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Hạn nộp: 23/10/2024
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