Machine Learning and Database Specialist
1 dia atrás
**Job Overview**
CNRS is seeking a highly skilled Machine Learning and Database Specialist to join their team. As part of the OSCARS project, you will work on developing innovative web applications to enhance metadata for humanities researchers.
Salary: €55,000 - €65,000 per annum, depending on experience.
Company Overview
CNRS is a leading research organization in France, dedicated to advancing knowledge and innovation in various fields. As a researcher with CNRS, you will have the opportunity to collaborate with multidisciplinary teams and contribute to groundbreaking projects.
Job Description
We are looking for an experienced Machine Learning and Database Specialist to design and implement the 'Robot AMIS' module, which leverages artificial intelligence and machine learning techniques to provide metadata recommendations based on text data analysis. Your primary responsibilities will include:
- Designing and implementing the 'Robot AMIS' module to query external databases via APIs and process the results to provide metadata recommendations.
- Training and fine-tuning Large Language Models (LLMs) for text analysis and extraction of relevant metadata.
- Analyzing results from databases and proposing enriched metadata based on criteria such as content, genre, themes, sentiment, thesauri, ontologies, etc.
- Integrating explainability features (X-AI) to trace the steps and provide justifications for the recommendations made by the model.
- Managing databases and cloud infrastructures required to perform large-scale machine learning tasks.
- Optimizing models and data processing workflows to improve performance and accuracy of results.
Required Skills and Qualifications
To be successful in this role, you will need:
- AI/ML Technologies: Python, TensorFlow, PyTorch, scikit-learn, etc.
- Natural Language Processing (NLP) Models: Fine-tuning LLMs, semantic analysis, text mining.
- Databases: Management of relational (SQL) and non-relational (NoSQL) databases.
- APIs and REST services: Development and integration of APIs to query external databases.
- Knowledge of ontologies and controlled vocabularies used in text sciences (XML-TEI, RDF).
- Experience with cloud infrastructure (Google Colab, AWS, or equivalent platforms) for projects requiring high computational power.
Benefits
This full-time position offers a competitive salary, generous benefits package, and opportunities for professional growth and development. You will also have access to state-of-the-art research facilities and equipment.
Location
The position will be based in Poitiers, France, with frequent travel within France and potentially abroad expected.
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