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k-nbpls's Projects

annotated_deep_learning_paper_implementations icon annotated_deep_learning_paper_implementations

🧑‍🏫 59 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

deepc icon deepc

Data-enabled predictive control (DeePC) implementation using MATLAB

dl-mpc-sls icon dl-mpc-sls

Code needed to reproduce the examples found in the various works published on Distributed and Localized Model Predictive Control via System Level Synthesis, by C. Amo Alonso, S. J. Li, F. Yang, J. Anderson and N. Matni.

efficient-calibration-embedded-mpc icon efficient-calibration-embedded-mpc

Python code of the paper "Efficient Calibration of Embedded MPC" (2020 IFAC World Congress) by Marco Forgione, Dario Piga, and Alberto Bemporad

ekf-nn-training icon ekf-nn-training

Implement backpropagation and extended kalman filter to train feedforward neural networks

event_trriggered_mpc_platoon icon event_trriggered_mpc_platoon

Reproduction of paper“Bandwidth-Aware Transmission Scheduling and Event-Triggered Distributed MPC for Vehicle Platoons”

pydeepc icon pydeepc

Python library that implements DeePC: Data-Enabled Predictive Control

rl-based-transferable-ems icon rl-based-transferable-ems

[IV 2022] A Comparative Study of Reinforcement Learning-based Transferable Energy Management Strategies for Hybrid Electric Vehicles.

rokdeepc icon rokdeepc

code of paper "Robust and kernelized data-enabled predictive control for nonlinear systems"

trainekf icon trainekf

A demonstration of the extended Kalman filter (EKF) for training neural networks

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