Michael Poli (Zymrael)

Zymrael

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Company:Stanford University

Home Page:poli.people.stanford.edu/~

Twitter:@MichaelPoli6

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Michael Poli's repositories

awesome-neural-ode

A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.

gde

Neural Graph Differential Equations (Neural GDEs)

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wattnet-fx-trading

WATTNet: Learning to Trade FX with Hierarchical Spatio-Temporal Representations of Highly Multivariate Time Series

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torchSODE

PyTorch block-diagonal ODE CUDA solver, designed for gradient-based optimization

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PortHamiltonianNN

Port-Hamiltonian Approach to Neural Network Training

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awesome-latent-control

A collection of resources regarding the interplay between control, causality, latent structure and self-supervision.

PAC-Adasampling

An implementation of the algorithm proposed in 'A PAC-Bayesian Analysis of Randomized Learning with Application to Stochastic Gradient Descent', Ben London 2018

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accelerate

🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision

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alphafold

Open source code for AlphaFold.

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bayesian-sde

Code for "Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations"

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cheatsheets

Official Matplotlib cheat sheets

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dex-lang

Research language for array processing in the Haskell/ML family

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flax

Flax is a neural network ecosystem for JAX that is designed for flexibility.

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gdown

Download a large file from Google Drive (curl/wget fails because of the security notice).

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metrics

Machine learning metrics for distributed, scalable PyTorch applications.

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nbdev

Create delightful python projects using Jupyter Notebooks

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NDArray

A Multidimensional Array library for Swift

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PythonProgrammingPuzzles

A Dataset of Python Challenges for AI Research

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pytorch-lightning

The lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate

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pytorch-lightning-bolts

Toolbox of models, callbacks, and datasets for AI/ML researchers.

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score_sde_pytorch

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

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smac

SMAC: The StarCraft Multi-Agent Challenge

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torchcde

Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.

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torchdiffeq

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

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torchdyn

A PyTorch based library for all things neural differential equations

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torchsde

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

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Zymrael

Hi there 👋

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zymrael.github.io

A beautiful, simple, clean, and responsive Jekyll theme for academics

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