Should come with 5+ years of experience in Artificial Intelligence, Generative AI, Python, & RAG with development background using Java or C++
- Deep Practical Knowledge on any object-oriented programming (inheritance, overriding, interface implementation )
- Good implementation of design patterns (Singleton, Factory patterns, injector…)
- Good Practical knowledge on Fast API, Azure.
- Good Knowledge on AD Authentication, security framework
- Good practical Knowledge on Entity Framework
- Good Hands-on experience on Azure DevOps
- Mathematics, statistics : probability theory, advanced statistics, optimization
- Machine learning & deep learning :
- Understanding model architectures
- Bias, interpretability
- Theoretical knowledge :
- Bias, Variance, overfitting
- Training / testing methodologies and regularization
Theory + ¨Practices
Model evaluation techniques :Cross validation / hold out, key metrics : RMSE, AUC, F1-scoreBias, fairness detection in IAAbility to customize theory to practice :build our own metric depending on a good business comprehension and final objectivesProgramming tool :scikit-learn, PyTorchResearch Ability :
Curiosity to read and understand scientific papers, Medium and specialized forumsAbility to propose and test new methodsAbility to dig deeperknowledge of agentic and RAG