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Kiwy3/README.md

Hi, I'm Nathan

I'm an engineering student specializing in industrial engineering and operations research, with a keen interest in leveraging data to solve complex industrial challenges. My experience spans data visualization, machine learning, and mathematical modeling, supported by hands-on projects in Python, Power BI, and more. Passionate about continuous learning, I'm eager to contribute to innovative solutions in academic or industrial fields.

--- End of studies Internship ---

Research internship at BONUS team of the INRIA center of Lille University. Topic : Optimization applied to LLM Fine Tuning.

💻 Working repository
📰 All deliverables (article, report, defence, presentations...)

--- Heuristics ---

🚚 CVRP Heuristic

  • SPLIT Heuristic to solve Capacities Vehicules Routing Problem
  • ⚙ Python using Pandas, numpy ...

--- Mathematic Programming (linear) ---

🚌 People distribution on bus

  • Mathematic model with Solver used to make distribution to go student week-end (integration)
  • ⚙ Excel with OpenSolver, Visual Basic

💰 Bundle pricing decision for fresh products

  • Mathematic model for solving pricing and bundles decision
  • ⚙ Lingo, Gusek and Gurobi (gurobipy on python)
  • based on this this article

--- Modelisation & simulation ---

📈 Modelisation of a failures system based on lifetime

  • Jupyter notebook with parameters estimation, Montecarlo simulation with reparation, and maintenance policy
  • ⚙ Python on Jupyter Notebook, using pandas, numpy, scipy stats ...

🏬 Inventory simulation with 3 parameters stock policy

  • Course project with simulation using stochastic command, cost implementation, and LateX report for study of the stock policy
  • ⚙ Python with pandas, json, numpy and math ...

--- Machine Learning ---

📱 Classification of Twitter (X) users

  • Building a user database on mongoDB with a tweet database, and apply supervised / unsupervised machine learning algorithms to classify suspicious/non suspicious
  • ML Algorithms : Kmeans, Agglomerative Hierarchical Clustering (AHC), PCA, SVM, Neural networks ...
  • ⚙ Python using Pandas, numpy, scikit-learn, seaborn...

--- Basic programming ---

📐 Polygon Class and function using C++

  • Polygon class, with useful fonction to use polygon (convex, simple ... )
  • ⚙ C++

Languages and Tools:

Programming Language : c cplusplus python R

Database & BI : mongodb mysql Power Bi Tableau

Python Data Science : pandas scikit_learn seaborn

Popular repositories Loading

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    SPLIT Heuristic in Python to solve CVRP problem

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    Solveur pour répartir les équipes dans les différents bus pour le départ au Week-End d'Intégration (WEI)

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  5. Simu_maintenance Simu_maintenance Public

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  6. cpp_polygon_os01 cpp_polygon_os01 Public

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