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Data scientist
ASSICURAZIONI GENERALI SPA
As a Data Scientist, you will take part in international AI projects and initiatives in collaboration with our +50 Business Units, having the opportunity to gain full ownership on AI applications, implementation and delivery in the different sectors and countries where Generali operates.
On top of the project delivery, you will have the chance to experiment the most innovative technologies and approaches in order to continuously enrich the Group library of analytics / automation services.
This includes for example:
Gradient Boosting, Neural Networks, Unsupervised learning and Optimization techniques for core insurance use cases like pricing and fraud detection
Transformers for Token Classification, Question Answering, Semantic Search, Relation Extraction and Dependency parsing in different languages; Multi-task learning and Fine-tuning on internal data assets; Prompt Engineering with LLMs
State-of-the-Art algorithms, frameworks and projects for Computer Vision, metric learning and time-series Analysis (for example Hugging Face, Detectron2, MMLab) and model optimization for deploy at scale (for example NVIDIA Triton, ONNX, TorchScript)
Synthetic data generation (including 3D computer graphics and Generative Adversarial Networks - GANs) GPU and Multi-GPU training
Main tasks:
Support the project set-up, the analysis of the as-is processes, the creation of a business case, and the design of the target end-to-end solution, including the models and data needed to maximize the business impact.
Develop end-to-end AI projects, including machine learning models, optimization techniques and algorithms, from the data pre-processing, to the code-base creation and model training, evaluation and test.
Present and explain the projects results and the solution’s performances to the business stakeholders
Research bleeding-edge techniques and tools in machine learning/deep learning/artificial intelligence to bring new research topics and methodologies from paper to production, and contribute to the library of ready-to-use shared models / algorithms used by all Business Units
Gruppo Generali è una delle più importanti realtà assicurative e finanziarie internazionali. Il Gruppo, leader in Italia, ha come casa madre le Assicurazioni Generali S.p.A., fondata a Trieste nel 1831. Caratterizzate da una forte proiezione internazionale e oggi presenti in 64 Paesi, le Generali hanno consolidato la propria posizione tra i maggiori gruppi assicurativi mondiali, acquisendo una crescente importanza sul mercato europeo occidentale, dove si collocano ai primi posti in Germania, Francia, Austria, Spagna, Svizzera ed Israele. Negli ultimi anni, il Gruppo ha ricostituito una significativa presenza nei paesi dell'Europa centro-orientale e ha cominciato a svilupparsi nei principali mercati nell'Estremo Oriente, tra cui la Cina e l'India. Nell'ultimo decennio, il Gruppo ha inoltre ampliato il proprio campo d'azione dal business assicurativo all'intera gamma dei servizi finanziari, immobiliari e di risparmio gestito.
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