dqn-atari VS SimpleReinforcementLearning

Compare dqn-atari vs SimpleReinforcementLearning and see what are their differences.

dqn-atari

A TensorFlow based implementation of the DeepMind Atari playing "Deep Q Learning" agent that works reasonably well (by gtoubassi)

SimpleReinforcementLearning

A demonstration of table based, SARSA reinforcement learning for a simple cat/mouse game (by gtoubassi)
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dqn-atari SimpleReinforcementLearning
1 1
91 2
- -
10.0 10.0
almost 7 years ago over 5 years ago
Python Java
- Apache License 2.0
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dqn-atari

Posts with mentions or reviews of dqn-atari. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-09-19.
  • Q-Transformer: Scalable Reinforcement Learning via Autoregressive Q-Functions
    3 projects | news.ycombinator.com | 19 Sep 2023
    +1 you beat me to the punch! I think its helpful to start with simple RL and ignore the "deep" part to get the basics. The first several lectures in this series do that well. It helped me build a simple "cat and mouse" RL simulation https://github.com/gtoubassi/SimpleReinforcementLearning and ultimately a reproduction of the DQN atari game playing agent: https://github.com/gtoubassi/dqn-atari.

SimpleReinforcementLearning

Posts with mentions or reviews of SimpleReinforcementLearning. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-09-19.
  • Q-Transformer: Scalable Reinforcement Learning via Autoregressive Q-Functions
    3 projects | news.ycombinator.com | 19 Sep 2023
    +1 you beat me to the punch! I think its helpful to start with simple RL and ignore the "deep" part to get the basics. The first several lectures in this series do that well. It helped me build a simple "cat and mouse" RL simulation https://github.com/gtoubassi/SimpleReinforcementLearning and ultimately a reproduction of the DQN atari game playing agent: https://github.com/gtoubassi/dqn-atari.

What are some alternatives?

When comparing dqn-atari and SimpleReinforcementLearning you can also consider the following projects:

RWKV-LM - RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.

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Get Scout setup in minutes, and let us sweat the small stuff. A couple lines in settings.py is all you need to start monitoring your apps. Sign up for our free tier today.
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InfluxDB - Power Real-Time Data Analytics at Scale
Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
www.influxdata.com
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