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Jonathan Choi

Life as an Art

Philosophy, science, literature, engineering, art... Every creation of mankind may be driven by the quest for a universal truth.

For that enigmatic existence, whether it manifests or not, we each persevere in our respective realms, giving our utmost efforts, today.

Do you perchance know if it shall unveil the answer?

Regardless, the very essence of our lived experience itself is an art form.

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Jonathan Choi's Projects

machine-learning-and-simulation icon machine-learning-and-simulation

All the handwritten notes 📝 and source code files 🖥️ used in my YouTube Videos on Machine Learning & Simulation (https://www.youtube.com/channel/UCh0P7KwJhuQ4vrzc3IRuw4Q)

maps icon maps

A Mapbox react native module for creating custom maps

maxvit icon maxvit

[ECCV 2022] Official repository for "MaxViT: Multi-Axis Vision Transformer". SOTA foundation models for classification, detection, segmentation, image quality, and generative modeling...

mixreg icon mixreg

Code for our NeurIPS 2020 paper Improving Generalization in Reinforcement Learning with Mixture Regularization

mlsom icon mlsom

Extracting the Brain-like Representation by an Improved Self-Organizing Map for Image Classification

modelverse icon modelverse

Modelverse: Content-Based Search for Deep Generative Models

ms-resnet icon ms-resnet

Advancing Spiking Neural Networks towards Deep Residual Learning

nda_snn icon nda_snn

Pytorch implementation of Neuromorphic Data Augmentation for SNN, Accepted to ECCV 2022.

neural-processes icon neural-processes

Pytorch implementation of Neural Processes for functions and images :fireworks:

ofa icon ofa

Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework

of_ev_snn icon of_ev_snn

Optical Flow estimation from Event cameras and Spiking Neural Networks

pathnet-pytorch icon pathnet-pytorch

PyTorch implementation of PathNet: Evolution Channels Gradient Descent in Super Neural Networks

prob-ts icon prob-ts

Fast Probability Computation and Visualization library in Typescript

procgen icon procgen

Procgen Benchmark: Procedurally-Generated Game-Like Gym-Environments

pytorch-a2c-ppo-acktr-gail icon pytorch-a2c-ppo-acktr-gail

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

qsnns icon qsnns

Quantization-aware training with spiking neural networks

selecmix icon selecmix

Official PyTorch Implementation of SelecMix: Debiased Learning by Contradicting-pair Sampling (NeurIPS 2022)

self-diagnosing-gan icon self-diagnosing-gan

Code for "Self-Diagnosing GAN: Diagnosing Underrepresented Samples in Generative Adversarial Networks" (NeurIPS 2021)

sige icon sige

[NeurIPS 2022] Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models

simclr icon simclr

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations

snn-tha icon snn-tha

Threshold annealing in binarized spiking neural networks

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