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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

snn_vis icon snn_vis

Visualization of a growing spiking-neural network w/ unsupervised learning. (5000 neurons, 33187 synapes)

snntorch icon snntorch

Deep and online learning with spiking neural networks in Python

softlearning icon softlearning

Softlearning is a reinforcement learning framework for training maximum entropy policies in continuous domains. Includes the official implementation of the Soft Actor-Critic algorithm.

spikegpt icon spikegpt

Implementation of "SpikeGPT: Generative Pre-trained Language Model with Spiking Neural Networks"

stable-baselines3 icon stable-baselines3

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

swin2sr icon swin2sr

Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022

texture-vs-shape icon texture-vs-shape

Pre-trained models, data, code & materials from the paper "ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness" (ICLR 2019 Oral)

train-procgen icon train-procgen

Code for the paper "Leveraging Procedural Generation to Benchmark Reinforcement Learning"

unilm icon unilm

Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

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