Amira Karoui

Amira Karoui

Software AI Engineer
Tunisia

نبذة عني

Software Engineer specializing in Generative AI, Retrieval-Augmented Generation (RAG) systems, intelligent agents, and scalable backend applications. Experienced in designing and implementing AI-powered solutions that co…

الخبرة

Software Data Engineer

ELYADATA
حتى الآن

<p>Integrated RAG and Graphrag models to enhance question-answering, leveraging MongoDB for efficient storage and retrieval of model-generated insights.<br>
Built and maintained Neo4j graphs to visualize relationships between code elements like functions, classes, and imports.<br>
Applied Kubernetes and Grafana for managing containerized services and monitoring application performance.<br>
Designed and optimized ETL data pipelines in Databricks, ensuring smooth integration, transformation, and processing of large-scale data.<br>
Developed multi-source extraction systems, storing code, tables, and database data in Elasticsearch for efficient retrieval.<br>
Engineered and optimized prompts for RAG models to improve query handling and context-awareness.<br>
Integrated statistical models into an application used by underwriters and actuaries, ensuring smooth operation and accurate risk assessments.<br>
Developed and maintained the application using FastAPI, integrating, updating, and validating statistical models provided by actuaries.<br>
Automated the process of calculating premiums and risk requirements for various fire engineering and liability insurance lines.<br>
Built data pipelines in Databricks to process and transform input data, generating insights for modeling and creating insights.<br>
Created a library to help actuaries process data while maintaining transparency in transformations and ensuring accuracy.<br>
Implemented unit tests for individual functionalities.<br>
Implemented end-to-end tests using Playwright to validate the entire workflow.<br>
Implemented performance tests using Gatling to assess system stability under high user load.<br>
Managed releases using Helm charts.<br>
Ran CI/CD pipelines for automated testing.<br>
Drafted release notes while coordinating deployments from development to testing environments for release candidates.</p>

Data Scientist - PFE

ELYADATA

<p>Conducted various preprocessing techniques for Arabic dialects text.<br>
Utilized ensemble methods for modeling and fine-tuning.<br>
Completed speech preprocessing and fine-tuning with SpeechBrain.</p>

المهارات

React.js Angular Bootstrap 5 Tailwind CSS Java Rust Python FastAPI Docker Kubernetes Kind Helm Charts Jenkins Grafana Azure DevOps PostgreSQL MySQL MongoDB Cassandra Neo4j Hadoop Elasticsearch Liquibase Airflow Airbyte DBT BigQuery TensorFlow PyTorch SpeechBrain Librosa ArabicNER NLP Playwright Pytest Selenium BeautifulSoup Gatling Databricks RAG GraphRAG ETL CI/CD Unit testing End-to-end testing Performance testing Tailwind Quarkus Alembic LangFlow Langfuse Hibernate Panache JPA REST APIs LLM Twilio WebSocket LLM-as-a-judge
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