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Nikhil Singh's Projects

antlr4 icon antlr4

ANTLR (ANother Tool for Language Recognition) is a powerful parser generator for reading, processing, executing, or translating structured text or binary files.

baselines icon baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

casadi icon casadi

CasADi is a symbolic framework for numeric optimization implementing automatic differentiation in forward and reverse modes on sparse matrix-valued computational graphs. It supports self-contained C-code generation and interfaces state-of-the-art codes such as SUNDIALS, IPOPT etc. It can be used from C++, Python or Matlab/Octave.

continuous_control-unitree-a1 icon continuous_control-unitree-a1

โš—๏ธ Synthesize ๐Ÿง  neural ๐Ÿ•ธ๏ธnetworks to ๐ŸŽฎ control quadruped ๐Ÿค– robot ๐Ÿ• dog Unitree A1 with ๐Ÿ’ reinforcement ๐Ÿค” learning

crsprstl icon crsprstl

Controller Synthesis for Probabilistic Signal Temporal Logic Specifications

cs253_ta icon cs253_ta

Slides and Code for the Python Lectures under CS253

deep-reinforcement-learning-algorithms icon deep-reinforcement-learning-algorithms

32 projects in the framework of Deep Reinforcement Learning algorithms: Q-learning, DQN, PPO, DDPG, TD3, SAC, A2C and others. Each project is provided with a detailed training log.

deepg icon deepg

Certifying Geometric Robustness of Neural Networks

distiller icon distiller

Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://nervanasystems.github.io/distiller

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

falsifcpsml icon falsifcpsml

Compositional falsification framework for cyber-pysical systems with machine learning components

find-doa icon find-doa

Python based domain of attraction estimate for nonlinear dynamical systems

garage icon garage

A toolkit for reproducible reinforcement learning research.

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