ZooBeasts

All_Optical_Computing_based-X_structures

This is All Optical neural network classifier project at University of St Andrews, WIP

Conditions_Mimicking_WGAN_Disordered_Waveguide_inverse_design

cWGAN-GP_Inverse_Design_Disordered_Waveguide_Nanophotonics

This code is for of inverse design and forward prediction of disordered waveguide. Full codes updated

Deprecated-project-moved-to-multiagents_Reinforcement_learning_solarcells_optimization

Leading collaboration project within University of St Andrews, UK. Solar cell structures optical properties optimization

Generative-Adversarial-Network-Under-Reinforcement-learning

RL guides generator with physics informed, this is the newest extended version of disordered waveguide inverse design

Machine-learning-for-ultrafast-laser-characterization-FROG

This is the collobration project for ultrafast laser response prediction bewteen Heriot-Watt University and Univeristy of St Andrews

Nanopattern_translation_GAN_for_1D-waveguide_inverse_design

WIP, Finetuning, not available till published

Nanophotonics_design_command_interactive_chatbot

The system has been deployed in the local servicer and shared within the department. Group web QA chatbot. offline command interactivity of inverse design of nanophotonics, metasurface, metamaterial, etc. Also, combine with Physics papers keyword extraction and Summarization.

Protein2Protein-interaction-reinfrocement-learning-using-graph-network

TFstack-MARL-platform-designing-thin-films

TFstack is an MARL software-wise system which is aiming for inverse design, optimization that covering basically all thin films problems

ZooBeasts/cWGAN-GP_Inverse_Design_Disordered_Waveguide_Nanophotonics

This code is for of inverse design and forward prediction of disordered waveguide. Full codes updated

ZooBeasts/Deprecated-project-moved-to-multiagents_Reinforcement_learning_solarcells_optimization

Leading collaboration project within University of St Andrews, UK. Solar cell structures optical properties optimization

ZooBeasts/Generative-Adversarial-Network-Under-Reinforcement-learning

RL guides generator with physics informed, this is the newest extended version of disordered waveguide inverse design

ZooBeasts/TFstack-MARL-platform-designing-thin-films

TFstack is an MARL software-wise system which is aiming for inverse design, optimization that covering basically all thin films problems

ZooBeasts/All_Optical_Computing_based-X_structures

This is All Optical neural network classifier project at University of St Andrews, WIP

ZooBeasts/Conditions_Mimicking_WGAN_Disordered_Waveguide_inverse_design

ZooBeasts/Machine-learning-for-ultrafast-laser-characterization-FROG

This is the collobration project for ultrafast laser response prediction bewteen Heriot-Watt University and Univeristy of St Andrews

ZooBeasts/Nanopattern_translation_GAN_for_1D-waveguide_inverse_design

WIP, Finetuning, not available till published

ZooBeasts/Nanophotonics_design_command_interactive_chatbot

The system has been deployed in the local servicer and shared within the department. Group web QA chatbot. offline command interactivity of inverse design of nanophotonics, metasurface, metamaterial, etc. Also, combine with Physics papers keyword extraction and Summarization.

ZooBeasts/NLP_keyword_Summarization_for_physics_paper

This part has been integrated into Nanophotonics_design_command_interactive_chatbot project

ZooBeasts/Protein2Protein-interaction-reinfrocement-learning-using-graph-network

ZooBeasts/trash_backup

ZooBeasts/Reinforcement-learning-lib-backup

RL lib backup with maze example