Projects

This is a repository of different projects and toy codes that I have done

Many of the projects presented here have been edited or taken out of their most practical context for this overview.

movie_recommendation_model

Content-based recommendation model with Gradient-Boosting Regressor

• Python : pandas, numpy, lightgbm, matplotlib

Entire workflow of the construction of a content-based recommendation model for movies using Gradient-Boosting Machine. From acquiring the data, preprocessing it, visualizing the statistics, constructing the feature for the model and finally constructing a recommendation model.

crow_instability

Simulation and stability analysis of Crow Instability

2021 - M2 Fluid Mechanics at X.

• Python : FEniCS, SciPy, Matplotlib
• gmsh

This work integrates meshes generated with the gmsh tool with the FEniCS library, used to solve PDEs with Python through finite elements. At first, the dynamics of a vortex dipole is simulated by means of a linearized Navier-Stokes direct resolution (baseflow.py). Then, the tools learned in class for spectral analysis of flow stability and optimal perturbations are used (EVP.py).

flow_instability

Files for research projet on flow instability develloped at PMMH with Laurette Tuckerman

2021 - M2 Fluid Mechanics at X.

• Python : SciPy, Matplotlib

Files for research projet on flow instability develloped at PMMH with Laurette Tuckerman

• Heat equation solved with finite difference method in space and runge kutta 4.5 in time
• Couette flow equations proposed by Dwight Barkley "Modeling the transition to turbulence in shear flows" implemented in finite difference with runge kutta 4.5 in time

image_recognition

Image recognition methods studied during computer vision course at ENSTA

2020 - 2A ENSTA Paris

• Python : cv2, scikit-learn, pandas, Matplotlib

Basic computer vision models and operations like: convolutions, feature detections, Harris point of interest, k-means clustering, feature matching, PCA

lorenz_attractor

Lorenza system solution and visualization

• Python : odeint, Matplotlib animation, 3d, numpy

Solution of Lorenz's system of ordinary differential equations and visualization

RBM

Restricted Boltzman Machine

2022 - IA304 Probabilistic Models and Machine Learning (Telecom Paris)

• Python : scipy, scikit-learn, pandas, seaborn, pandas, matplotlib

Restricted Boltzmann machine (RBM) algorithm done for the course IA304-Probabilistic Models and Machine Learning at Telecom Paris

Other projects

Many other projects were put aside for confidentiality reasons (as in the case of the internship I did at ONERA Aerospace Laboratory or ISQ), or because of my carelessness in having lost them.