Michael E. Sander's starred repositories

dalle-mini

DALL·E Mini - Generate images from a text prompt

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Machine-Learning-Collection

A resource for learning about Machine learning & Deep Learning

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torchdiffeq

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

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Conference-Acceptance-Rate

Acceptance rates for the major AI conferences

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picoGPT

An unnecessarily tiny implementation of GPT-2 in NumPy.

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score_sde

Official code for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)

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keops

KErnel OPerationS, on CPUs and GPUs, with autodiff and without memory overflows

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jaxopt

Hardware accelerated, batchable and differentiable optimizers in JAX.

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deq

[NeurIPS'19] Deep Equilibrium Models

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ffjord

code for "FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models".

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fast-soft-sort

Fast Differentiable Sorting and Ranking

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set_transformer

Pytorch implementation of set transformer

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ott

Optimal transport tools implemented with the JAX framework, to get differentiable, parallel and jit-able computations.

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PCT_Pytorch

Pytorch implementation of PCT: Point Cloud Transformer

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benchopt

Making your benchmark of optimization algorithms simple and open

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momentumnet

Drop-in replacement for any ResNet with a significantly reduced memory footprint and better representation capabilities

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ViT-CIFAR

PyTorch implementation for Vision Transformer[Dosovitskiy, A.(ICLR'21)] modified to obtain over 90% accuracy FROM SCRATCH on CIFAR-10 with small number of parameters (= 6.3M, originally ViT-B has 86M).

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Fixup

A Re-implementation of Fixed-update Initialization

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revlib

Simple and efficient RevNet-Library for PyTorch with XLA and DeepSpeed support and parameter offload

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difftopk

Differentiable Top-k Classification Learning

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torch_ACA

repo for paper: Adaptive Checkpoint Adjoint (ACA) method for gradient estimation in neural ODE

CubicEquationSolver

Python Script to find the roots of a Cubic Equation

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sinkformers

Transformers with doubly stochastic attention

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jacobian_free_backprop

Implicit networks can be trained efficiently and simply by using Jacobian-free Backprop (JFB).

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tan

Computationally friendly hyper-parameter search with DP-SGD

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jz-hydra-submitit-launcher

A utility to be able to launch jobs on JZ with reasonable defaults

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MoCapsNet

Official implementation of the paper Momentum Capsule Networks (MoCapsNet).

benchmark_resnet_classif

Benchopt benchmark for ResNet fitting on a classification task