Design and develop artificial intelligence models tailored to business needs
Design and implement data pipelines (collection, cleansing, preparation, transformation)
Build AI proofs of concept (POC) and prototypes
Productionize models (APIs, microservices, integration with the information system)
Select the most appropriate algorithms and architectures
Handle model training, optimization, and performance improvements
Manage versioning of models and datasets
Deploy models to production (cloud and/or on-premise environments)
Automate CI/CD pipelines dedicated to AI projects
Implement monitoring tools (performance, data drift, bias, stability)
Maintain and improve deployed models
Maintain and evolve existing applications
Ensure the quality, robustness, and performance of delivered solutions
Collaborate with business teams to analyze and understand their needs
Translate business problems into technical AI solutions
Document developed solutions (technical and functional)
Train and support users when necessary

Laboratoire Phytocontrol

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