Freelancer profile translated to English.
Back to original languageAbout Gillian
➡️ Backend Developer / Data Scientist with 6 years of professional experience.
🧠 Specialties: Python, Backend, Computer Vision, NLP, AI, Data Science, Machine Learning, Deep Learning, Large Language Models
🌐 Experience: Automotive, Edtech, Medtech, E-Commerce, Arts, Energy.
🎓 Master's in Eng. CentraleSupélec, specialization in Artificial Intelligence
🎯 My proposal:
- MVP / PoC
- Product
- Modeling: R&D, PoC, Monitoring
- Code Migrations
🌐 Web Development:
- Scraping
- Workflow Automation
- Web Applications: MVP, migrations, features
- Backend / API (Django, Flask, FastAPI, Django Rest Framework)
- Frontend (React, React Native)
- Graphical Interfaces (PyQt)
📊 Data:
- Image Classification, Detection, Segmentation (PyTorch)
- Image Analysis
- Data Visualization (Pandas, Streamlit)
- Data Pipeline
- Data Analysis
- Building your Chat with RAG
- LLM Adaptation / Fine-tuning
- Document Transcription / OCR
- Entity or Information Extraction from Texts
- Text Trend Exploration
- Time Series Prediction
- Customer Segmentation
- Customer Churn Prediction
- Dynamic Pricing
🧪 Some experiences:
- Software & Computer Vision: full-stack design and development (PyQt) of software integrating vision models (Tensorflow), designed to control a robot assisting a painter. Multiple features including an intelligent contouring tool, an image segmentation tool
- Deep Learning: detection and classification of car damage at Monk AI (Pytorch)
- NLP: Custom RAG, AI Agents, Classification and recommendation system for math exercises
- ML: Price predictions, automatic pricing
- Full-stack Web: numerous experiences with Django, React, particularly within a French startup in the EdTech field (MagicMakers) + freelance
French
Native or bilingual
German
Conversational
English
Fluent
Remote only
Primarily works remotely
Experience
- CentraleSupélecStudentEDUCATION AND E-LEARNINGSeptember 2022 - Today (3 years and 9 months)Gif-sur-Yvette, FranceLast year specialization in Artificial Intelligence. School projects including :- A webapp for adaptive learning on mathematical exercises (django, pytorch, scikit-learn, mathBERT)- Reinforcement Learning : development of agents playing Connect4 with AlphaBeta prunning, QLearning, MCTS (python, gymnasium)- Machine Learning : models to predict flat prices in Berlin (python, pandas, scikit-learn)- NLP : study of text-similarity as a metric for text generation (python, pytorch)
- Monk.aiMachine Learning DeveloperSOFTWARE PUBLISHINGJanuary 2022 - July 2022 (6 months)Paris, FranceMonk.ai is a top AI company providing state of the art visual inspection with artificial intelligence to assess vehicle damage and repair costs in real time from smartphone pics.I spent 6 month as a machine learning developer, during which I had the occasion to :- Develop ML and DL models with PyTorch, ONNX, sickit-learn [ex : a model to predict car damage's size]- Analyse datasets and construction with Pandas or Plotly- Develop web interfaces to interact with the database with Streamlit- Manage dataset annotations with Labelbox & Segments.ai- Design API endpoint with Python, FastAPI
- Artiste-Peintre - AnonymeSoftware developmentARTS AND CRAFTSAugust 2021 - June 2022 (10 months)Paris, FranceDesign and development of a software with Qt for Python, integrating an AI algorithm for computer vision and various image processing tools (including an intelligent lasso) with a robot assisting an artist in his painting process.
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Education
- Master in EngineeringCentraleSupélecMaster in Engineering with a specialization in Data Science and Statistics. Main courses : Algorithmics, Statistics, Data Science, Python, Probability
- Master in ManagementESCP BSMaster Grande Ecole de l'école de commerce ESCP BS. Choix de cursus orientés Data Science.