Colas Droin Email & Phone Number
Who is Colas Droin? Overview
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Colas Droin is listed as Data Scientist specialized in hydroclimatological data at Hydroclimat, a with 13 employees, based in Geneva, Switzerland. AeroLeads shows a matched LinkedIn profile for Colas Droin.
Colas Droin previously worked as Computational physicist (senior fellow) at Cern and Data science and data visualization specialist at Ecole Polytechnique Fédérale De Lausanne. Colas Droin holds Doctor Of Philosophy (Phd), Computational Biophysics, Epfl 8% Phd Thesis Distinction Prize from Ecole Polytechnique Fédérale De Lausanne.
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About Colas Droin
With a background in engineering and computational biophysics, my main interests include data analysis, statistical modelling, data visualization and web development. I have a strong publication record (Nature Physics, Nature Metabolism) from my academic years, and my PhD thesis was rewarded with the 8% Doctoral Program Thesis Distinction from EPFL.My expertise encompasses:- Data wrangling: I worked with many data formats, including high-dimensional datasets. I am familiar with cleaning and preprocessing data, including dimensionality reduction.- Data engineering: I am trained with SQL, databases, ETL, Data Warehousing and Data Lakes, Apache Spark.- Statistical learning from data : I have worked with a broad spectrum of machine learning methods, including deep learning and Bayesian inference. I am proficient with statistical tests and hypothesis testing.- Data visualization: I have good knowledge of design principles, with a taste for meaningful, aesthetic visualization. I have a good knowledge of Adobe Illustrator, to which I owe two 1st prize poster awards during my PhD. I have worked with most Python plotting libraries, including Matplotlib, Seaborn, Plotly and Bokeh.- Software engineering: I am an experienced Python developer (8y+). Initially trained as an engineer in bioinformatics, I extended my skills over the years to encapsulate a broad range of software engineering practices (versioning with git, unit testing, containerization with Docker, CI/CD with Github Actions, etc.). - Web development: I have a strong interest in web development and the visualization perspectives it offers, such as interactive storytelling. I made several web-apps with Python Dash, HMTL, CSS and JS. I also made my portfolio with React and an online version of my CV with HTML/CSS. I am interested in learning D3.js.With a passion for learning and a commitment to excellence, I continually strive to deliver valuable insights and innovative solutions. Please check my portfolio at https://colasdroin.github.io/ if you want to know more.
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Colas Droin work experience
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Computational Physicist (Senior Fellow)
I am developing Python packages helping with the conception, parametrization and submission of Large Hadron Collider (LHC) simulations.I am developing a web-based dashboard for the monitoring and visualization of collider observables, now used by the group to assess a collider's viability before simulations.I am doing multi-parametric optimization of High-Luminosity LHC models to improve the performance and viability of the collider.
Data Science And Data Visualization Specialist
I developed a set of machine learning and visualization tools in the form of a Python Dash web application to turn a large microscopy dataset into a 4D atlas of rodent lipid brain composition. The app is now used by researchers to easily explore the dataset and generate hypotheses.
Scientist Specialized In Data-Driven Computational Biology
As part of my PhD and post-doc, I worked on multiple computational biophysics projects having for theme "Single-cell analysis of noisy biological oscillators and their interactions".- I conceived and optimized a Hidden Markov Model on a microscopy dataset to better understand the non-linear dynamics of the cell-cycle and the circadian clock.- I studied a dataset of spatiotemporal liver mRNA expression using mixed-effect models representing the Fourier harmonics of the system.- I optimized an RNA velocity inference method based on differential geometry to quantify cell-cycle evolution from experimental scRNA-seq data.This led to two Nature-family journals publications (see below). All projects are open-source and implemented mainly in Python.
Msc Thesis
Working for the IXXI team, I extracted tweet text data using the Twitter API to make a characterization of social tie heterogeneities from information cascades (Python, R).
Master Thesis
After making an extensive state of the art on the Chemical Master Equation (CME) simulation, I developed and implemented a numerical method allowing for a hybrid deterministic-stochastic approach (C++, R).
Research Internship
I helped with the development and performance optimization of a recurrent neural network (RNN) used as a text classification and generation tool for the iCub robot (Python).
Summer Internship
I participated in the development of a model of a soil ecosystem featuring resource transformation by micro-organisms. I did the corresponding analytical and numerical analysis with ordinary differential equations. (Python).
Colas Droin education
Doctor Of Philosophy (Phd), Computational Biophysics, Epfl 8% Phd Thesis Distinction Prize
Master Of Science (Msc), Computer Science And Physics Of Complex Systems, Grade: Ranked In The Top 10%.
Erasmus Programme In Sweden, Machine Learning
Master Of Engineering - Meng, Bioinformatics And Biomathematics, Ranked In The Top 10%.
Frequently asked questions about Colas Droin
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What company does Colas Droin work for?
Colas Droin works for Hydroclimat.
What is Colas Droin's role at Hydroclimat?
Colas Droin is listed as Data Scientist specialized in hydroclimatological data at Hydroclimat.
Where is Colas Droin based?
Colas Droin is based in Geneva, Switzerland while working with Hydroclimat.
What companies has Colas Droin worked for?
Colas Droin has worked for Hydroclimat, Cern, Ecole Polytechnique Fédérale De Lausanne, École Normale Supérieure De Lyon, and Dassault Systèmes.
How can I contact Colas Droin?
You can use AeroLeads to view verified contact signals for Colas Droin at Hydroclimat, including work email, phone, and LinkedIn data when available.
What schools did Colas Droin attend?
Colas Droin holds Doctor Of Philosophy (Phd), Computational Biophysics, Epfl 8% Phd Thesis Distinction Prize from Ecole Polytechnique Fédérale De Lausanne.
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