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matherheart's Projects

datasciencecourse icon datasciencecourse

This holds iPython notebooks and lecture slides for the Intro to Data Science Master's course I teach at NYU.

diffusion_models icon diffusion_models

A series of tutorial notebooks on denoising diffusion probabilistic models in PyTorch

gpytorch icon gpytorch

A highly efficient and modular implementation of Gaussian Processes in PyTorch

machine-learning-for-asset-managers icon machine-learning-for-asset-managers

Implementation of code snippets, exercises and application to live data from Machine Learning for Asset Managers (Elements in Quantitative Finance) written by Prof. Marcos López de Prado.

pytorch-unet icon pytorch-unet

PyTorch implementation of the U-Net for image semantic segmentation with high quality images

randomwalks icon randomwalks

One-off scripts/analysis, usually to accompany my blog posts.

sde-net icon sde-net

Code for paper: SDE-Net: Equipping Deep Neural network with Uncertainty Estimates

torchdiffeq icon torchdiffeq

Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.

torchsde icon torchsde

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

tutorials icon tutorials

Ipython notebooks for math and finance tutorials

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