Fabrizio Musacchio's Projects
A how-to for building an artificial neural network from scratch using NumPy
Scripts for evaluating common Python image registration methods
Generates a table of contents and Back-to-top links in DEVONthink's Markdown documents.
A collection of Applescripts for processing images in DEVONthink
Code used in blog post about dimensionality reduction using Python
The code in this repository is modified after scipython.com. It plots Earth's dipolar magnetic field and was used in the blog post on Earth's dipolar magnetic field. For further details, please refer to this post.
This repository contains the code for the blog post on Understanding entropy. For further details, please refer to this post.
This repository contains the code for the blog post on The Weistrass function and the beauty of fractals. For further details, please refer to this post.
A GitHub flavored Markdown Style Sheet (CSS)
This repository contains the code for the blog post on Understanding gradient descent in machine learning. For further details, please refer to this post.
Python scripts supporting a tutorial on the Hodgkin-Huxley model.
In this tutorial, we explore the mathematical underpinnings of Hebbian learning within Hopfield networks, emphasizing its role in pattern recognition.
Python scripts supporting tutorials on Izhikevich neuron model.
This repository contains the code for the blog post on Understanding L1 and L2 regularization in machine learning. For further details, please refer to this post.
This repository contains the code for the blog post on Solving the Lorenz system using Runge-Kutta methods. For further details, please refer to this post.
This repository contains the code for the blog post on The Lotka-Volterra equations: Modeling predator-prey dynamics. For further details, please refer to this post.
This repository contains the Python code my blog post Image denoising techniques: A comparison of PCA, kernel PCA, autoencoder, and CNN. See post for more details and results.
This repository contains a HTML script including liquid commands and JavaScript, that integrates a Mastodon-powered comment system into a static website. The script is written in a way that it can be used with the static site generator Jekyll.
Workshop for scientific programming and data analysis in MATLAB
Image data and Python scripts for the course on Bioimage analysis with Napari
This is a collection of tutorials showing how to use the NEST Simulator.
Deconvolution of calcium imaging data
This repository contains the code for the blog post on Runge-Kutta methods for solving ODEs. For further details, please refer to this post.
Python scripts supporting tutorials on phase plane analysis.
This is the course material for the introductory course into Python basics for Data Scientists.
This is the course material for the advanced course into Python for Data Scientists.
A collection of script for basic performance tests in Python.
Code used in two blog posts on decision trees and random forests.