Zachary Burns (Zach-T-Burns)

Zach-T-Burns

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Company:UC San Diego

Location:La Jolla, CA

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Zachary Burns's starred repositories

chromatix

Differentiable wave optics using JAX! Documentation can be found at https://chromatix.readthedocs.io

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fdtd

A 3D electromagnetic FDTD simulator written in Python with optional GPU support

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jaxwell

Jaxwell is JAX + Maxwell

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jaxwell

Jaxwell is JAX + Maxwell

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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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Super-Resolution-Zoo

Collection of pre-trained super-resolution models in MXNet.

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Rigorous-Coupled-Wave-Analysis

Rigorous coupled wave analysis and PWEM implemented in short readable python codes

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ceviche

:shrimp: Electromagnetic Simulation + Automatic Differentiation

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fmmax

Fourier modal method with Jax

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llm-course

Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

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FlexSIM

A flexible SIM reconstruction method capable to handle difficult data prone to reconstruction artifacts.

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Deep_learning_based_on_parameterized_physical_forward_model_for_adaptive_holographic_imaging

Deep learning based on parameterized physical forward model for adaptive holographic imaging with unpaired data

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mlx-examples

Examples in the MLX framework

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mlx

MLX: An array framework for Apple silicon

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18369

18.369/8.315 - Mathematical Methods in Nanophotonics course

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nerfstudio

A collaboration friendly studio for NeRFs

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ProxImaL

A domain-specific language for image optimization.

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Delta-Prox

Official code repository for ∇-Prox: Differentiable Proximal Algorithm Modeling for Large-Scale Optimization (SIGGRAPH TOG 2023)

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gradient-checkpointing

Make huge neural nets fit in memory

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ludwig

Low-code framework for building custom LLMs, neural networks, and other AI models

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DCLS-SR

Official PyTorch implementation of the paper "Deep Constrained Least Squares for Blind Image Super-Resolution", CVPR 2022.

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torchdeq

Modern Fixed Point Systems using Pytorch

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deq

[NeurIPS'19] Deep Equilibrium Models

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awesome-deep-optics

A paper list for deep optics design.

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courses

This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI)

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Fringe.Py

A Python implementation of diffraction and coherent field propagation by angular spectrum method.

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