Freelancer profile translated to English.
Back to original languageAbout Raphaël
I have triple expertise: Machine Learning, 3D Calculations, Fullstack web development.
I have an engineering degree, a PhD in machine learning, and I collaborated with US researchers during my thesis. I have already worked on projects in these 3 areas
📊Machine Learning & Data
• I specialize (doctorate) inneural networks(VAE, GAN) for the synthesis of3D shapes
• I also master all aspects and classic data science problems (classification, regression, segmentation…), as well as image processing 📀🔬
🎲3D Calculations
• Calculations on 3D data, such as meshes (cutting, simplification, etc.) or point clouds (LIDAR)
• Integration of algorithms in Python, C++ or C# (for Unity)
🌐Fullstack
• Former Software engineer, I also masterweb development(HTML, CSS, VueJS, Django, Flask, etc.) 👨💻
• All useful technologies, from front to back (in Python)
• A little bit of JS
🎯 My methodology is rigorous and comes from academia
1️⃣ Exploratory analysis of a dataset + visualizations
2️⃣ Formalization of the need
3️⃣ Mathematical modeling (if necessary) and identification of adequate theoretical models
4️⃣ Low-level (Tensorflow) and high-level (Pytorch, Scikit Learn) implementation of learning models
5️⃣ Training and performance evaluations (qualitative and quantitative)
6️⃣ Critical analysis
🚚 Typical deliverables
- Jupyter notebook + Python sources
- Detailed PDF report, technical and/or “executive summary”
- Webapp (source code and/or deployment)
🏗 My project types
→ automatic comparison and “information transfer” between 3D shapes
→ synthesis of new 3D shapes and images
→ assistance in managing and organizing big visual data
→ any need addressable by machine learning/image processing
→ showcase website, static or dynamic
French
Native or bilingual
English
Fluent
Can work on-site
Paris (up to 50km)
Experience
- SportsTrackLive
On Malt
3D Algorithmics on UnityJuly 2022 - July 2022Paris, FranceAnalysis, debugging, and integration of a 3D mesh cutting algorithm (C#) representing terrestrial topography. The initial algorithm, before my intervention, was not functional. The solution required, among other things, transformations between different GPS coordinate systems, and the implementation of an efficient mesh re-triangulation heuristic. - Comprendre PythonFounderEDUCATION AND E-LEARNINGMarch 2022 - Today (4 years and 3 months)Creation from scratch of a programming learning method for beginners. www.comprendrepython.fr
- Entrepreneur FirstFounder in ResidenceTECHSeptember 2021 - December 2021 (3 months)Paris, FrancePA7 cohort member of the pre-seed incubator Entrepreneur First, hosted in Paris @ Station F
Reviews
Benjamin
ASphere
Reviewed on 9/16/2022
Very competent, Raphaël is flexible and always ready to evolve the project in an Agile manner according to the detailed expectations. I highly recommend!
Cédric
SportsTrackLive
Reviewed on 8/2/2022
Raphaël helped unblock a very complicated situation in setting up a 3D engine working on Unity. This Unity skill was not identified, but Raphaël's adaptation was excellent. We are not leaving this comment solely for Raphaël's satisfaction but to guide potential recruiters on Raphaël's potential.
A great ability to adapt to the project's history, good communication, fixed hours, beautiful code writing, and knowing how to use the standards of major platforms helped us a lot.
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Education
- Doctor of Philosophy - PhD, Machine LearningUniversité Paris Dauphine2021“Separable 3D Shape Representations for Shape Processing” (thèse soutenue en Juin 2021)
- EngineerTélécom Paris2016Diplôme d'ingénieur, spécialité Machine Learning / Image / 3D