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simon-bertrand

simon-bertrand

Simon Bertrand

a French engineer, currently Ph.D student with a passion for mathematics and computer science.

Research Engineer in Signals, AI and Computer Vision. Backend developper

Software Engineering (Web, Application) and Data Science (ML, DL, CV) with Python, Rust, C#, SQL and ReactJS.

📫 [email protected]
🌎 simon-bertrand.github.io
🐦 twitter.com/SiMB_dev
I write all kinds of software, from human interfaces to server programs and also web development. I have a preference for tensors programmation (AI) which merge maths and computer science. I wrote few PyTorch modules that are publicly shared.
A non-exhaustive list :
Fast Cross-MI Function (CMIF) Repository
Fast Normalized Cross-Correlation Repository
Histogram of Oriented Gradients Repository
Mutual Information Repository
Phase Congruency Repository
Hilbert Transformations Repository

💻 My favorite tools and technologies

Languages, frameworks
icon
Python 		icon
Rust 		icon
Matlab 		icon
React 		icon
Next.js 		icon
TypeScript 		icon
C++ 		icon
C# 		HTML5
HTML5 		css
CSS 		tailwind
Tailwind
Linear algebra, data science, statistics, AI, DL, CV.
Numpy
Numpy 		PyTorch
PyTorch 		Tensorflow
Tensorflow 		scikit-learn
Scikit-learn 		Jax
Jax 		Scipy
Scipy 		Statsmodels
Statsmodels 		OpenCV
OpenCV 		icon
Grafana
System administration, DevOps.
icon
Docker 		icon
Github 		icon
GCP 		Git
Git 		Fedora
Fedora 		Traefik
Traefik 		Portainer
Portainer 		Nginx
Nginx 		Cockpit
Cockpit 		Bind9
Bind9
Other tools
icon
VSCode 		icon
PostgreSQL 		icon
Node.js 		icon
Prisma 		Google Earth Engine
GEE


SiMB's Projects

2dphasecongruency-pytorch icon 2dphasecongruency-pytorch

The 2D phase congruency algorithm using monogenic filters implemented in PyTorch and originally written by Peter Kovesi on Matlab.

asyncwebsocketchannelspython icon asyncwebsocketchannelspython

A shortened example to mirror asynchronously different external Websocket client connections with its own Websocket server

clusters-features icon clusters-features

The Clusters-Features package allows data science users to compute high-level linear algebra operations on any type of data set. It computes approximatively 40 internal evaluation scores such as Davies-Bouldin Index, C Index, Dunn and its Generalized Indexes and many more ! Other features are also available to evaluate the clustering quality.

dockeradmin icon dockeradmin

DockerAdmin is a low-complexity web server to manage your Docker containers

hog-pytorch icon hog-pytorch

Batched Histogram of oriented gradients using PyTorch

imagemodules-pytorch icon imagemodules-pytorch

A monorepo containing few PyTorch modules as Python library to compute some existing information extraction techniques .

kerpy icon kerpy

A Python library to generate 2D-kernels for convolutions, mathematical morphology and more

matlab-simplex-algorithm icon matlab-simplex-algorithm

Native implementation of the Linear Programming Simplex algorithm used to optimize constrained functions.

mutualinformation-pytorch icon mutualinformation-pytorch

Three different implementations of the Mutual Information in PyTorch. Using KDE, using KNN and using a simple bins count.

ohlc-timeserie-db.rs icon ohlc-timeserie-db.rs

Numeric 4-D Timeseries database with BTreeMap on Sparse Indexes, custom binary encoding/compression and blocs splitting

perceptron-simple icon perceptron-simple

Le code complet de la vidéo YouTube sur le Perceptron Simple : https://www.youtube.com/watch?v=whm1VQsnIv4

realestatepricing icon realestatepricing

Repository to work on the challengedata.ens.fr Real Estate Prediction Price challenge - Télécom Physique Strasbourg, Data Science

recadrageimage icon recadrageimage

Programme C++ de recadrage d'image par translations et rotation (3 paramètres) selon une image référence. Pas de gestion de zoom.

rust-matrix icon rust-matrix

Numerical computing with Rust-Matrix on Rust. Matrix objects and linear algebra project.

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