Time Series Data Analysis Expert
il y a 3 semaines
We are seeking a highly skilled Time Series Data Analysis Expert to lead innovative projects focused on the application of large language models (LLMs) in time series data analysis.
Key Responsibilities:- Research and Development: Investigate the feasibility of applying LLMs to time series tasks like forecasting, anomaly detection, and classification.
- Model Development and Optimization: Adapt and fine-tune LLMs to effectively handle time series data, leading model training, fine-tuning, and optimization for large-scale time series datasets.
- Data Analysis and Applications: Work with time series databases (TSDB) to clean, process, and model data, developing methods for time series data mining, integrating LLMs to improve decision-making processes.
- Cross-team Collaboration: Collaborate with the TSDB team to bring research results into practical, real-world applications.
- Master's or Ph.D. in Computer Science, Artificial Intelligence, Data Science, Statistics, or related fields.
- Strong foundation and practical experience in natural language processing (NLP), machine learning, and deep learning.
- Familiarity with LLMs like GPT and BERT, with hands-on experience in research or development.
- Deep understanding of time series data and applications, including forecasting, classification, and anomaly detection.
- Knowledge of TSDB technologies is a plus.
- Proficiency in Python, PyTorch, and related tools, with strong algorithm design skills.
- Independent research abilities in frontier areas of AI.
- Published research papers in top-tier conferences or journals.
- Experience in time series data applications in industries like finance, IoT, or healthcare.
- Contributions to open-source projects related to LLM technology.
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