Freelancer profile translated to English.
Back to original languageAbout Sonia
Data Scientist/AI Engineer for over 5 years in consulting, I've had the opportunity to work on topics such as:
- Product recommendation
- Calculating customer propensity to purchase products
- Targeting scores for marketing campaigns
- Customer life event detection and prediction
- NLP for sentiment analysis
- Generative AI solutions or chatbots based on LLMs and agentic approaches in sovereign environments
- OCR for extracting information from documents
- Contribution to experiments on new tools from OpenAI and Databricks: AgentBuilder, Chatkit, Enterprise ChatGPT, Databricks MCP
- Support for the adoption of OpenAI solutions in an enterprise context (onboarding, best practices, feedback, customer support for SSO implementation and connector setup)
I am primarily looking for AI projects that are meaningful to me and have a concrete human, societal, and/or environmental impact.
French
Native or bilingual
English
Fluent
Arabic
Native or bilingual
Can work on-site
Paris (up to 50km)
Experience
- BlentPython / AI / Generative AI TrainerEDUCATION AND E-LEARNINGOctober 2023 - Today (2 years and 7 months)Paris, France- Teaching Python:
- Mastering data types
- Creating and calling functions, including those with positional or parameterized arguments and exception handling
- Introduction to object-oriented programming principles
- Best practices: Linting and refactoring
- Advanced Python: iterators, vectorization, and function decorators
- Static typing
- Concurrent programming: using coroutines and multithreading in Python
- Software testing: performing unit tests effectively
- Mentoring students in the 'AI in Business' course:- Understanding AI fundamentals and their applications across various industries and professions
- Mastering the AI project lifecycle (cycle, environment, stakeholders, tools)
- Understanding the challenges of integrating AI projects within an organization
- Mastering the implementation, management, and monitoring of AI projects within an organization
- Grasping regulatory and ethical considerations
- Creating educational content for a course on deploying generative AI use cases (RAG-based LLM) in a business context. - EVOLUKIDAI TrainerEDUCATION AND E-LEARNINGFebruary 2023 - June 2024 (1 year and 4 months)Meaux, FranceIn partnership with Banque des Territoires, Evolukid launched the KESK’IA program in February 2023 to train students from disadvantaged neighborhoods in artificial intelligence. I served as a trainer during 2 one-week bootcamps, followed by 10 weekends for POC development.Missions:-TeachingAI fundamental concepts on Python during the bootcamp-Mentoringstudents in developing POCs, including:
- Detecting and classifying damaged roads (Computer Vision)
- Categorizing citizen reviews on Google (NLP)
- Detecting cyberbullying situations on Discord (NLP)
- Detecting and classifying waste and its type (Computer Vision)
- Combating food waste in canteens (ML)
- Addressing medical deserts using AI (ML)
- Conducting sessions on Generative AI for major corporations(La Poste, L'Oréal)- Teaching at the Pharmacy Faculty of Université Paris Saclayas part of the University Diploma in Artificial Intelligence Systems and Medical Devices (IA-DM). - OpenvalueData ScientistCONSULTING AND AUDITSFebruary 2021 - Today (5 years and 4 months)Neuilly-sur-Seine, France---- Projects ----
- Models for detecting and/or predicting customer life events
- Product recommendation algorithms
- Semantic and sentiment analysis (NLP)
- Generative AI applications (production deployment of RAG-based LLMs / document summarization / Prompt Engineering)
- OCR for extracting information from documents
- Detection and transcription of actions from video streams
- Participation in the production deployment of an AI solution for image recognition and data extraction from circuits and schematics from photos of electrical cabinets taken by inspectors
- Implementation of a POC application with an LLM to automate content generation for the France Mutualiste website and optimize its SEO. Automatic retrieval of content from external sources for populating the vector database with agents.
- Participation in the implementation of a generative AI solution for automatic information extraction from documents, automated compliance checks based on configurable clauses, document summarization, document comparison, and analysis historization.
- Participation in the design of DALVIA Santé (a generative AI solution for doctors, enabling the generation of medical summaries from patient records)
---- Additional Responsibilities ----- Project coordination and management- Team training and development- Participation in the development of the R&D roadmap- Technological watch**Technical Environment**: Python, Azure DevOps, Langchain, Mistral AI, OpenAI, vLLM, Poetry, Streamlit, Pydantic, Alembic, SQLAlechemy, Arize Phoenix, OCR, Tesseract, paddleOCR, Docker, Azure app services, Mistral, Langchain, agentic approach, Keycloak, Grafana, Kibana, Numspot, Outscale, Databricks, ChromaDB
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Education
- Master of Science in Big DataTélécom Paris2021Big Data & Intelligence Artificielle
- MSc. Project & Program Management & Business DevelopmentSKEMA BUSINESS SCHOOL2019MSc. Project & Program Management & Business Development