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Schneider Electric

Global energy management and automation provider

Stage – Architecture JEPA pour modèles de fondation en séries temporelles Intern

AI ResearchConfirmed live in the last 24 hours
Internship · Spring 2027

About the Job

Requirements

  • The candidate must have Bac + 4/5, a Master’s degree, or education at an engineering school, specializing in machine learning or deep learning.
  • The candidate must have programming skills in Python; PyTorch experience is desirable rather than mandatory.
  • The candidate must have strong theoretical knowledge of Transformer architectures, foundation models, optimization, and pre-training.
  • The candidate must have at least B2-level English.
  • The candidate should be able to communicate scientific results effectively.
  • Scientific curiosity is required.

Responsibilities

  • Evaluate whether JEPA is suitable for time-series foundation models, including whether latent-space predictive learning can improve data and parameter efficiency compared with reference models.
  • Develop synthetic-data generation capabilities for pre-training and evaluation of JEPA-based time-series models.
  • Assess the potential value of JEPA-based models and learned world representations for industrial use cases.
  • Pre-train time-series foundation models in different settings, including training from scratch, fine-tuning, and continual pre-training.
  • Develop and evaluate new JEPA-based architectures for time series using an existing internal codebase.
  • Prepare and generate synthetic time-series data for pre-training and controlled experiments.
  • Compare developed approaches with existing reference time-series foundation models, evaluating downstream-task performance, data efficiency, model size, and computational efficiency.
  • If scientific results warrant it, contribute to preparing scientific papers for submission to conferences or journals.

Desired Qualifications

  • Experience with time series is an asset.
  • Experience with Microsoft Azure is an asset.

About the Company

Schneider Electric

Global energy management and automation provider

Schneider Electric is a global specialist in energy management and automation. It helps homes, businesses, and industries run electricity more efficiently by selling electrical products, automation hardware, software, and related services. Its offerings cover electrification, automation, and digitization, and solutions connect devices, collect data, and control systems to optimize energy use in smart industries, resilient infrastructure, and data centers. The company distinguishes itself with a broad, end-to-end portfolio and a worldwide presence in over 100 countries, combining hardware, software, and services to address sustainability and reliability. Its goal is to help people and organizations use energy more efficiently, reduce environmental impact, and improve uptime and reliability.

Company size
10,001+
Company stage
IPO
Headquarters
Rueil-Malmaison, France
Founded
1836

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