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Time Series Data Analysis Based on Large Language Model (LLM) Engineer

Recruitment Consultant
Louis Livingstone
Posted
6 days ago

With the major breakthroughs of large language models (LLMs) like BERT and GPT in the field of natural language processing, applying LLMs to time series (TS) tasks presents a promising direction. We are seeking an exceptional software engineer to focus on innovative work in this cutting-edge area. This role will explore and develop applications of LLMs in time series data analysis, forecasting, and anomaly detection.

Key Responsibilities

1. Research on LLMs for Time Series Tasks

  • Conduct indepth research on the feasibility of applying LLMs such as BERT and GPT to time series analysis, forecasting, classification, anomaly detection, and other tasks.
  • Design and implement novel models and algorithms to improve the performance and accuracy of LLMs in time series tasks.
  • Explore and develop time series application scenarios in specific industries, such as data communication.

2. Model Development and Optimization

  • Adjust and optimize existing LLMs to effectively handle and learn from time series data.
  • Lead model training, finetuning, and performance optimization to address challenges posed by large-scale time series data.

3. Data Analysis and Applications

  • Utilize time series databases (TSDB) and largescale time series data for data cleaning, feature engineering, and modeling.
  • Explore time series data mining based on LLMs, combining datadriven methods and model predictions to enhance decision-making quality.

4. Cross-team Collaboration:

  • Collaborate closely with the TSDB team to translate research results into realworld applications.

Qualifications

 

  • Masters or Ph.D. in Computer Science, Artificial Intelligence, Data Science, Statistics, or related fields.
  • Strong theoretical foundation and practical experience in natural language processing (NLP), machine learning, and deep learning.
  • Familiarity with the architecture and principles of GPT and other mainstream LLMs, with handson research or development experience.
  • Deep understanding of time series data and its applications (e.g., forecasting, classification, anomaly detection); knowledge of TSDB technologies is a plus.
  • Proficiency in Python, PyTorch, and other development tools, with strong skills in algorithm design and implementation.
  • Strong research and problemsolving abilities, capable of conducting independent research in frontier areas.
 

Preferred Qualifications

 

  • Published relevant research papers in toptier conferences or journals.
  • Experience with time series data applications in industries such as finance, IoT, or healthcare.
  • Participation in opensource projects or contributions to LLM-related technology code.

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Industry
Semiconductor
Contract Type
Permanent
Location
France
Work Model
On-Site

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