Jawher Guemri
AI Software Engineer Consultant
Salary / Daily rate
Tunis, Tunisia
Freelance, open to permanent contract
Skills
Languages
About me
Intro
AI Software Engineer with 2+ years specializing in GenAI solutions and RAG chatbot development. Led BpiFrance's investor chatbot achieving 30% improvement in result quality through advanced AI architectures. Expert in LangChain, Python, and production AI deployment with proven track record in enterprise AI solutions.
Work experience
AI Software Engineer Consultant
Bpifrance
May 2024 - Present
2 years 6 months
Maisons-Alfort, France
#Context: SAFe #Technical stack : - Python - Pipenv/Poetry - LangGraph - Jenkins - Azure - Tanzu - Kubernetes/Docker - Helm/Flux - MongoDb - PostgreSQL - Datadog - Kafka - Sonar - Vault - HuggingFace - LiteLLm - Chainlit - Ragas - React - LangChain - Embeddings - Jira > PROMETHEE - BpiFrance IA agent chatbot for investors : Contributed to a GenAI solution designed for the investor domain and led the development of a IA agent RAG chatbot with advanced querying and reranking techniques, to achieve a 30% improvement in result quality through robust architecture and data processing pipelines. > MetaBot AlfredIA - BpiFrance internal agent ChatBot : Working on behalf of BPI France bank, where I am part of the AI development team focused on creating their internal and secure product ’Metabot’ which leverages GenAI, RAG systems with agent architecture : ● Integration of the LiteLLM solution to securely and compliantly distribute API keys to internal collaborators, enabling them to access and benefit from generative AI capabilities in a standard OpenAI format. ● Implementation of the Chainlit platform, providing a standardized user interface, facilitating the integration of a customizable chatbot within applications developed by teams. ● Design of a routing interface between an internal robot dedicated to the company's specific knowledge and the GPT model for broader expertise. ● Optimization of vector generation (embeddings) on internal documentation by applying diversified RAG strategies, significantly enhancing the accuracy of results. ● Putting the solution into production and Follow the SAFe agile methodology throughout the development process and adhere to DevOps (CI/CD) best practices for production deployment. This projects highlights my expertise in cutting-edge technologies and generative AI, requiring close collaboration with various teams to develop innovative solutions aligned with the company's strategic objectives.
Talan Tunisie
Feb 2023 - Present
3 years 9 months
Tunisie
Data Scientist
Aug 2023 - Present
3 years 3 months
Tunisie
#Context : SCRUM > CrystalGen : Understanding/ generating responses for documents using generative multimodal AI. MVP development * Implement the conversational interface and dashboard for intuitive use. * Finalize the chunking and parsing processes to effectively extract relevant information. * Collaborate with team members to implement the multimodal information retrieval module within files and generate accurate responses. >Production Version Implementation : * Develop the production version with the innovation team and deploy the Full-stack application. * Implement the UI with responsive design and integrate a secure authentication system. * Responsible for estimating and tracking application usage for efficient resource management and performance optimization. > Souk - Worked on smart products search platform based on semantic search technologies. > Lynx - worked on HR based web application for internships processes management. * Collaborated with cross-functional teams to align application features with business requirements. * Built robust API endpoints using Java Spring for efficient data handling and management. * Designed dynamic, user-friendly interfaces with Angular to enhance user experience.
Data Science Intern
Feb 2023 - Aug 2023
7 months
Tunisie
Driving Assistant : Real-Time Traffic Sign Detection System (TSD). > Execute image processing and data collection. > Implement object detection task from CNN to Transformers and get 95.51% of mAP in Tunisian TSR. > Model deployment in FastAPI Backend and develop a Flutter Mobile application as the user interface.
Part-time Job Python developer
UBIAI
Aug 2022 - Jan 2023
6 months
Remote, OR 97458, USA
Data Science and Machine Learning
Groupe SFM
Jun 2022 - Aug 2022
3 months
Tunisie · On-site
Development of a machine learning clustering model for the different water sources. > Analyze and pre-processing of time series dataset. > Clusters visualisation and Anomalies detection. > Integration of the machine learning model in a web application.
Web Development Intern
NEXT GENERATION IT
Jul 2021 - Aug 2021
2 months
Tunisie · On-site
Creation of an MVT medical web application.
Education
National Engineering School of Carthage (ENICarthage)
Engineering degree
2020 - 2023
3 years 1 month
Preparatory institute for engineering studies in Monastir
Preparatory cycle
2018 - 2020
1 year 11 months