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Chaoshun's Projects

reinforcement-learning-1 icon reinforcement-learning-1

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

resinsight icon resinsight

3D viewer and post processing of reservoir models

resnet1d icon resnet1d

A PyTorch implementation of ResNet/ResNeXt with 1D conv (pad same), and its application on ECG data

rl_proj icon rl_proj

Final project of course cs394R: Reinforcement Learning.

rloss icon rloss

Regularized Losses (rloss) for Weakly-supervised CNN Segmentation

robby-deep-rl icon robby-deep-rl

Robby the soda-can-collecting robot (https://bit.ly/2MPUku5) trained with a deep RL algorithm, PPO, with the help of Ray RLlib.

rtm_gpu icon rtm_gpu

Acoustic reverse-time migration using GPU card and POSIX thread based on the adaptive optimal finite-difference scheme and the hybrid absorbing boundary condition.

rtmpy icon rtmpy

Seismic wave modeling and reverse time migration - gpu implementation

sagemaker_ray_rllib_custom_env icon sagemaker_ray_rllib_custom_env

Sample setup for custom reinforcement learning environment in Sagemaker. This example uses Proximal Policy Optimization with Ray (RLlib).

segam18 icon segam18

Deep-learning seismic facies on state-of-the-art CNN architectures

seglearn icon seglearn

Python module for machine learning time series:

seismic-simulation-complex-media icon seismic-simulation-complex-media

This repository reproduces the results of the paper "Deep learning for fast simulation of seismic waves in complex media" (B. Moseley et al, 2020, Solid Earth)

seismicpro icon seismicpro

Seismic data processing with ML and deep learning

seisunix icon seisunix

The CWP/SU: Seismic Un*x Package - a free open seismic processing, research, and educational software package.

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