Dimitris Nicoloutsopoulos's repositories
awesome-conformal-prediction
A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.
d2l-en
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
euclidean-distance-transform-3d
Euclidean distance & signed distance transform for multi-label 3D anisotropic images using marching parabolas.
GNNs-Recipe
🟠 A study guide to learn about Graph Neural Networks (GNNs)
imutil
toolbox utility functions
machine-learning-articles
🧠💬 Articles I wrote about machine learning, archived from MachineCurve.com.
Python-for-Probability-Statistics-and-Machine-Learning-2E
Second edition of Springer Book Python for Probability, Statistics, and Machine Learning
Python-for-Signal-Processing
Notebooks for "Python for Signal Processing" book
PythonDataScienceHandbook
Python Data Science Handbook: full text in Jupyter Notebooks
PyTorch-VAE
A Collection of Variational Autoencoders (VAE) in PyTorch.
SIMULATIONS_and_PROOFS
Financial Analysis, Monte Carlo "proofs" of stat concepts
stablediffusion
High-Resolution Image Synthesis with Latent Diffusion Models
TensorFlow-Tutorials
TensorFlow Tutorials with YouTube Videos
threeoctree
(sparse + dynamic) 3D spatial representation structure for fast searches
TransformerFromScratch
Tutorial for Harvard Medical School ML from Scratch Series: Transformer from Scratch. Demo the usage of transformer in various domains: Music sheet, audio signal, image generation & discrimination
Transformers-Recipe
🧠 A study guide to learn about Transformers