ALA MESSAOUD

- Designed and implemented a full MLOps architecture for deploying and monitoring AI models. - Developed an NLP model using BERT to predict missing fields. -Integrated the AI model into a responsive .NET + Angular web interface for real-time user interaction. - Utilized MLflow and Azure for experiment tracking, versioning, and model deployment. - Implemented CI/CD pipelines for automated model updates and API integration. - Implemented a surveillance strategy to detect data drift and performance degradation over time.

- Conducted a research-based classification study, exploring various ML algorithms . - Performed data preprocessing, cleaning, and advanced feature engineering on large real-world datasets. - Applied and compared multiple machine learning models, analyzing performance and tuning hyperparameters. - Built a user-friendly web interface using Angular to visualize model predictions and outcomes. - Developed a Node.js backend to handle API integration and serve prediction results securely. - Authored a research paper detailing the methodology, experiments, and findings of the project.