Freelancer profile translated to English.
Back to original languageAbout Amiel
Graduate engineer from MINES Saint-Etienne and Sciences Po Paris, former Lead Data Scientist at Homeloop and Chief Science Officer at Regen Insight, I possess all the skills to carry out ambitious AI/data science projects, including:
- AI Diagnosis
- Exploratory Analysis
- Data Collection Pipeline Construction
- ML/DL Model Development & Fine-tuning
- RAG or Multi-Agent Architecture Implementation
- Deployment and Performance Monitoring
As a generalist, I have particular expertise in computer vision, geospatial data science, time series analysis, and GenAI. I have solid experience in processing satellite, agricultural, climate, real estate/urban, financial, medical, and transportation data.
My achievements (from development to production) include:
- Assignment of tasks to a fleet of agents via VRP-type algorithms
- Automatic estimation of real estate prices and their evolution
- Classification of agricultural crops from time series and deep learning
- Detection of flood damage (SAR imagery) and forest fires (infrared imagery)
- Automatic processing of supporting documents for agricultural & transport practices
- Automated analysis of compliance with a multimodal regulatory base
My technical skills:
- Languages: Python (pandas, sklearn, tf, pytorch, or-tools, langchain, huggingface, openai, etc.), R
- Databases: PSQL (PostGIS, PL/pgSQL etc.), MongoDB, Weaviate, etc.
I am comfortable communicating and integrating into a team, quickly bringing complementary skills, and transferring knowledge at the end of the assignment.
If you need an experienced and effective data scientist, accustomed to carrying out complex projects with strategic impact, do not hesitate to contact me.
I have CIR and CII accreditation (allowing for the recovery of 30% of my invoices as tax credits).
French
Native or bilingual
English
Native or bilingual
Russian
Fluent
Can work on-site
Paris (up to 50km)
Experience
- Rize Ag / Regen InsightChief Science OfficerENVIRONMENTALApril 2021 - Today (5 years and 2 months)Paris, France- Development of satellite imagery processing algorithms to detect agricultural practices- Development of the carbon footprint calculator, based on the scientific state of the art- Management of the Science team, composed of data scientists, soil carbon experts, and agroecology experts- Writing and implementation of a scientific roadmap
- AXA ClimateSenior Geospatial Data ScientistBANKING AND INSURANCEMay 2019 - April 2021 (1 year and 11 months)Paris, France
- Classification of agricultural crops from time series applied to optical imagery and deep learning
- Detection of flood damage from radar satellite imagery
- Rapid detection of forest fires from global thermal anomaly data
- HomeloopLead Data ScientistREAL ESTATEApril 2017 - March 2021 (4 years)Paris, France- Creation of the ensemble machine learning algorithm for real estate price prediction- Creation of an unsupervised algorithm for identifying similar urban areas- Production deployment of algorithms- Creation of interactive data visualization tools
Reviews
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Education
- Civil Engineering Master's Degree - Major in Numerical ComputingMINES Saint-Etienne2015- Outils de statistiques exploratoires: Statistiques avancées, Réduction de dimensions et optimisation avancées - Apprentissage statistique & machine learning: régression, classification, clustering - Données temporelles et données géospatiales - Exploitation mathématique des simulateurs numériques
- Master of International AffairsSciences Po Paris2017- Econométrie avancée, Outils d'analyse économique, Finance et marchés - Mondialisation & Economie mondiale, Economie géopolitique, Economie politique internationale - Intelligence économique, Sécurité, Stratégie
Certifications
- Structuring Machine Learning ProjectsCoursera2018