gym
alphafold
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| gym | alphafold | |
|---|---|---|
| 96 | 35 | |
| 33,873 | 11,683 | |
| 0.8% | 2.4% | |
| 0.0 | 6.4 | |
| 22 days ago | 5 days ago | |
| Python | Python | |
| GNU General Public License v3.0 or later | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
gym
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OpenAI Acquires Global Illumination
A co-founder announced they disbanded their robots team a couple years ago: https://venturebeat.com/business/openai-disbands-its-robotic...
That was the same time they depreciated OpenAI Gym: https://github.com/openai/gym
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Shimmy 1.0: Gymnasium & PettingZoo bindings for popular external RL environments
This includes single-agent Gymnasium wrappers for DM Control, DM Lab, Behavior Suite, Arcade Learning Environment, OpenAI Gym V21 & V26. Multi-agent PettingZoo wrappers support DM Control Soccer, OpenSpiel and Melting Pot. For more information, read the release notes here:
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Some confusion about variables and functions in mujoco-py
When I browse fetch_env.py, I have a question about the following code snippet:
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pip install stable-baselines3[extra]
Nvm, this works for me '!pip install setuptools==65.5.0' Source: https://github.com/openai/gym/issues/3176
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[P] Reinforcement learning evolutionary hyperparameter optimization - 10x speed up
how would this interact/compare with https://github.com/openai/gym?
- What has replaced OpenAI Retro Gym?
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Understanding Reinforcement Learning
If you'd like to learn more about reinforcement learning or play with a number of samples in controlled environments, I highly recommend you look at the documentation for OpenAI's Gym library and particularly the basic usage page. OpenAI's Gym provides a standardized environment for performing reinforcement learning on classic Atari games and a few other platforms and should be an educational resource. If you'd like a more detailed example, check out this tutorial on Paperspace's blog.
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Using the cross-entropy method to solve Frozen Lake
Frozen Lake is an OpenAI Gym environment in which an agent is rewarded for traversing a frozen surface from a start position to a goal position without falling through any perilous holes in the ice.
- Is there a publicly available state space model for the Lunar Lander environment?
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How to Create a Behavioral Cloning Bot to Play Online Games?
typically a more relaxed approach is taken via reinforcement learning, but it requires that you can simulate the game via a given gamestate. take a look at e.g. https://www.gymlibrary.dev/
alphafold
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What is a recent scientific discovery that you find exciting?
For all you programmer types, these are the repos for each of them. AlphaFold - ProGen - ProtGPT2
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RFdiffusion: Diffusion model generates protein backbones
2. https://github.com/deepmind/alphafold
- GitHub - deepmind/alphafold: Open source code for AlphaFold.
- New Code Update to AlphaFold 2.0 (links in comments)
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What happened in tech in 2022
b. But seriously, AlphaFold2 dramatically improved the ability to predict protein structures. If you want to read a lot more about it go here or check out the code at https://github.com/deepmind/alphafold
- New Update To AlphaFold 2 (links in comments)
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The anti-vaccine movement and pro-Russian propaganda in social media – a summary report. Since the beginning of the war in Ukraine, there has been a trend in which anti-vaccine accounts have been changing their narrative towards supporting Kremlin propaganda.
If you’re asking about the literal actual sequence of mRNA in the various vaccines, that’s available online, and you can check that it makes the correct shape using a tool like AlphaFold
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Stability AI backs effort to bring machine learning to biomed
Their code/weights/everything.
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Nvida tool kit?
looks like the container uses GPUs for compute https://github.com/deepmind/alphafold
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AlphaFold reveals the structure of the protein universe
> but other famous labs have already moved to ML predictions and are competitive with DeepMind now.
it seems obvious this was going to happen, because https://github.com/deepmind/alphafold
What are some alternatives?
ml-agents - The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
RoseTTAFold - This package contains deep learning models and related scripts for RoseTTAFold
carla - Open-source simulator for autonomous driving research.
tensorflow - An Open Source Machine Learning Framework for Everyone
Visual Studio Code - Visual Studio Code
dm_control - Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.
RFdiffusion - Code for running RFdiffusion
open_spiel - OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.
online-go.com - Source code for the Online-Go.com web interface
rlcard - Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.
bypass-paywalls-chrome - Bypass Paywalls web browser extension for Chrome and Firefox.