Genetic Analysis Intern

il y a 4 semaines


Paris, Île-de-France saint_gobain_group Temps plein

Context

Generative AI has opened up numerous opportunities to extract significant business value from high-volume open-text datasets.

In particular, large internal and external surveys (> 10,000 respondents) only analyze a limited number of open-text verbatims today due to the need for human reading.

As a result, an internal initiative has been developed to build an AI tool to analyze these surveys at scale.

Internship Description

The objective of this internship is to develop technological bricks to meet the needs of Saint-Gobain Business Units.

The following topics are examples of areas of interest that could be addressed during the internship:

  1. Thematic classification of multilingual verbatims using ADA embedding and Chat-GPT
  2. Detection of intentions (e.g. suggestions, claims) in verbatims using a combination of simple rule-based techniques and advanced generative AI techniques (e.g. Retrieval-Augmented Generation)
  3. Design of overviews visualizations on verbatims metrics for executive summaries
  4. Detection of named entities using Generative AI
  5. Building customized distances between verbatims and Chat-GPT generated summaries
  6. Benchmarking the most recent GenAI algorithms (Open AI, Mistral, ...) to find the best model for the tasks of interest
  7. Customization of ADA embedding to answer business-specific questions
  8. Scaling on different types of large surveys in Saint-Gobain

The results of this internship will be directly used in the AI tool and presented to identified Saint-Gobain Business Units.

Technologies we use

Python, Azure Machine Learning, Generative AI: Chat GPT / ADA embedding, Streamlit

Requirements

We are looking for individuals who are:

  1. friendly and open to collaboration
  2. good programmers with knowledge of Python/Git and open-source tools
  3. results-oriented, with a motivation to have an impact on the field
  4. experienced in Generative AI and Prompt Engineering (a plus)
  5. excellent communicators
  6. students in engineering school or university, specialized in Machine Learning, Computer Science, Statistics or related fields
  7. available for a 6-month internship starting in September 2024

Saint-Gobain encourages diversity in teams and promotes the inclusion of people with disabilities.



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