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Sophie M.
@km_sophie
Data Scientist
France
Anglais, Français
À propos de moi
I am a Data Scientist with a PhD in Machine Learning.
With a strong background in machine learning research, statistical modeling, and algorithm development I help clients transform complex technical problems into practical solutions.
My technical expertise includes:
• Data Analysis: exploratory data analysis, statistical methods, data visualization
• Machine Learning: classification, regression, deep learning
• Python & R: data cleaning, data processing, statistical analysis, algorithm implementation
• SQL & Databases: database queries, and optimization
Compétences
Sophie M.
hors ligne •
Voir mes services
Conseil en science des données
I will do statistical data analysis and machine learning using python or r
Expérience professionnelle
Postdoctoral Researcher
Inria • Temps plein
Sep 2020 - Jul 2024 • 3 yrs 10 mos
Project: Statistical learning for soil microbiome prediction Collected, cleaned, structured, and transformed environmental and metagenomic data to build a labelled soil microbiome dataset. Organised and queried environmental and metagenomic data in PostgreSQL. Performed statistical analyses, including redundancy analysis and variation partitioning. Studied, applied, and evaluated various clustering methods for classifying soils based on their physical and chemical properties. Studied, applied, and evaluated species distribution models. Studied, implemented, and evaluated state-of-the-art multi-label classification methods. Developed a novel multi-label learning algorithm to predict soil microbiome from a small set of observations. Studied dimensionality reduction techniques for multi-objective optimization problems and proposed an original approach. Developed software and scripts in R and Python.
