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    • MLOps DataOps

      Shipping AI projects in production

      Posted on March 27, 2024

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      MLOps has become an integral part of Data Science operations. It aims to ensure that experiments are reproducible and production is managed correctly.

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      Tags:
      • DataOps
      • MLOps
      • DevOps
      • Observability
    • AI for Climate

      Leveraging the opportunities offered by AI for global climate change and its impact on the banking sector

      Posted on March 27, 2024

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      The IPCC* was set up in 1988 with a mandate to assess the scientific, technical and socio-economic information available on climate change in a non-partisan, methodical and objective way. The latest report, published in March 2023, highlights the extent of global warming and the need to adapt to the expected...

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      Tags:
      • climate
    • Recommender System

      Personalizing the customer journey, the rise of recommender system in the banking sector

      Posted on March 12, 2024

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      In the banking sector, recommender system use algorithms to examine customer information, including profiles, habits, product ownership and transaction history, in order to offer tailor-made advice. These recommendations can include financial products, savings, credit, insurance and more. The aim is to improve the customer experience, strengthen loyalty and increase sales...

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      Tags:
      • Recommendation
    • Responsible and Trustworthy AI

      Creating trustworthy AI systems with positive impact on society

      Posted on February 15, 2024

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      Responsible and trustworthy AI concerns the development and usage of AI that adheres to ethical standards, ensuring reliable, fair, transparent and privacy-friendly technologies. This implies AI systems designed to be secure, with mechanisms to prevent bias and enabling users to understand and control their operations. The aim is to ensure...

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      Tags:
      • Responsible AI
      • Trustworty AI
    • Intelligent Document Processing

      How to process documents using AI

      Posted on December 20, 2023

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      In the banking sector, particularly at Group Credit Agricole, document processing poses significant challenges. To overcome these challenges, we have developed AI models that optimize and enhance our processes. In this context, we would like to highlight some of our innovative solutions that address this problem.

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      Tags:
      • document processing
      • multimodal
    • Information Retrieval

      Retrieving information from documents

      Posted on November 19, 2023

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      In the banking sector, a significant challenge lies in extracting pertinent information from an extensive collection of documents. Indeed, banks amass an enormous volume of various documents, ranging from legal to other types. Expertise in these documents is crucial. However, manually combing through such document batches to find a specific...

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      Tags:
      • information retrieval
      • question answering
    • Generative AI

      Using generative AI in the banking sector

      Posted on November 19, 2023

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      Here we describe some of our recent developments around generative AI

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      Tags:
      • generative
      • ai
      • genai
      • LLM
    • Open Data

      Open data to create value

      Posted on October 24, 2023

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      In a world where access to information is increasingly free, Open Data plays an important role and is set to grow exponentially. Many areas can exploit the potential of this high-value data, particularly in the field of local banking. Indeed, such banks constantly deal with societal, economic, and demographic issues...

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      Tags:
      • Open Data
      • Data Science
      • Machine Learning
    • Email Processing

      Using AI to understand and automatically process emails

      Posted on October 24, 2023

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      Introduction Email processing is a critical aspect of modern communication, especially in business environments. It involves the extraction, classification, and management of information from emails. However, the process is not as straightforward as it seems, as it presents several challenges, including content segmentation, email theme classification, response generation, and email...

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      Tags:
      • emails
    • Sentiment Analysis

      Recognizing emotions in textual data in customer verbatims

      Posted on September 20, 2023

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      Sentiment Analysis is an established task in the field of machine learning. With the emergence of new technologies, the community has continuously introduced novel approaches to perform sentiment analysis. This task remains crucial, as it is essential for automated text processing. At DataLab Groupe, we have developed our own sentiment...

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      Tags:
      • Sentiment analysis
    • Green AI

      Limiting the Carbon footprint of our AI systems

      Posted on September 20, 2023

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      Coming Soon

      Tags:
      • carbon
      • footprint
      • green
    • Auto ML

      Automated machine learning services with the DataLab Group MLBOX tool

      Posted on September 20, 2023

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      Coming Soon

      Tags:
      • automl
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