Python Simulator

Open-source Python projects categorized as Simulator | Edit details

Top 9 Python Simulator Projects

  • GitHub repo habitat-lab

    A modular high-level library to train embodied AI agents across a variety of tasks, environments, and simulators.

    Project mention: Accelerate PPO training | reddit.com/r/reinforcementlearning | 2021-07-22
  • GitHub repo maro

    Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.

    Project mention: What's the outlook of Reinforcement Learning? | reddit.com/r/reinforcementlearning | 2021-01-19

    As far as current SOTA applications, you can just Google it and find plenty of examples of RL being used outside the realm of games. Video/board games offer a nice domain for research in RL, but the underlying algorithms can be (and have been) applied to plenty of domains outside of this. A big one, currently, is robotics. Another example is resource optimization, which is probably currently being developed, if not used, in a lot of technical domains. As u/daddabarba pointed out, RL can also be used in other areas of AI, like text generation.

  • Scout APM

    Scout APM: A developer's best friend. Try free for 14-days. Scout APM uses tracing logic that ties bottlenecks to source code so you know the exact line of code causing performance issues and can get back to building a great product faster.

  • GitHub repo holodeck

    High Fidelity Simulator for Reinforcement Learning and Robotics Research. (by BYU-PCCL)

    Project mention: [P] Doing a clone of Rocket League for AI experiments. Trained an agent to air dribble the ball. | reddit.com/r/MachineLearning | 2020-12-27

    Tangentially related, but people interested in game engines for RL should check out Holodeck built on Unreal https://github.com/byu-pccl/holodeck

  • GitHub repo learning-to-drive-in-5-minutes

    Implementation of reinforcement learning approach to make a car learn to drive smoothly in minutes

    Project mention: TIL that in 1986 an astronomer trying to trace a 75 cent computer time discrepancy for 10 months eventually found a German hacker selling defense secrets to the KGB | reddit.com/r/todayilearned | 2021-06-15

    You might already be using it, but if not I'd recommend checking out /u/araffin2 's GitHub repo https://github.com/araffin/learning-to-drive-in-5-minutes

  • GitHub repo ELM327-emulator

    ELM327 Emulator for testing software interfacing OBDII via ELM327 adapter supporting multi-ECU simulation

    Project mention: OBDII Emulator? | reddit.com/r/CarHacking | 2021-01-10
  • GitHub repo NanoSim

    Nanopore sequence read simulator

    Project mention: Raw nanowire sequencer data | reddit.com/r/bioinformatics | 2021-06-26

    Alternatively, you can make your own data using NanoSim. I haven't used it myself yet but it generates signal level files with similar error profiles to the real thing. https://github.com/bcgsc/NanoSim

  • GitHub repo simglucose

    A Type-1 Diabetes simulator implemented in Python for Reinforcement Learning purpose

    Project mention: How to design reward function to increase episode length? | reddit.com/r/reinforcementlearning | 2021-11-13

    I am trying to design a insulin infusion controller using diabetes-1 patient simulator simglucose. This simulator already includes a simulation environment.

  • Nanos

    Run Linux Software Faster and Safer than Linux with Unikernels.

  • GitHub repo opem

    OPEM (Open Source PEM Fuel Cell Simulation Tool)

    Project mention: OPEM 1.3 Released : Open Source PEM Fuel Cell Simulation Tool | reddit.com/r/coolgithubprojects | 2021-06-30
  • GitHub repo lntrafficsimulator

    A Cryptoeconomic Traffic Analysis of Bitcoin's Lightning Network

    Project mention: Lightning Node Off-Chain Transaction Data | reddit.com/r/lightningnetwork | 2021-06-25

    Real life data on LN is by design very difficult to obtain, and as a result it tends to be quite valuable. My blockchain teacher at uni implemented a LN traffic simulator for data analysis purposes, you might find it useful by itself or be willing to improve it for your purposes.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2021-11-13.

Python Simulator related posts

Index

What are some of the best open-source Simulator projects in Python? This list will help you:

Project Stars
1 habitat-lab 747
2 maro 526
3 holodeck 523
4 learning-to-drive-in-5-minutes 215
5 ELM327-emulator 148
6 NanoSim 121
7 simglucose 103
8 opem 102
9 lntrafficsimulator 22
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