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Top 6 Python evolutionary-computation Projects
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evotorch
Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.
Project mention: [P] EvoTorch 0.4.0 dropped with GPU-accelerated implementations of CMA-ES, MAP-Elites and NSGA-II. | /r/MachineLearning | 2023-01-26 -
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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talk-generator
talk-generator is capable of generating coherent slide decks based on a single topic suggestion.
Project mention: [P] We finally got Text-to-PowerPoint working!! (Generative AI for Slides ✨) | /r/MachineLearning | 2022-12-28Nice and possibly useful down the line. If it's of any interest, there was some work done on the problem of "text-to-powerpoint" some years ago (https://arxiv.org/abs/1903.09308, https://github.com/korymath/talk-generator/tree/dev). Being tailored to the "improvised TED talk" format however it wasn't really trying to do a serious job. It's essentially a random content generator doing a random walk on the ConceptNet graph and scraping data related to the input text (topic or title). It relies on templates, so no juicy GPT action. The demo website is still up.
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EvolutionarySelfReplication
Produce intelligence by means of natural selection without objective/reward optimization
Python evolutionary-computation related posts
- Question on how to model a "discontinuous" action space
- Should I pursue Evolutionary Strategies?
- [P] We’ve released EvoTorch 0.3.0, with VecGymNE, memory usage improvements, Colab support and more! VecGymNE enables evolutionary RL with vectorized environments and policies, especially massively parallel simulators like Brax!
- [P] Participating in the Myosuite challenge at NeurIPS2022 on dexterous control? We are releasing a baseline and starter code to help you get started using EvoTorch!
- NNAISENSE Open-Sources ‘EvoTorch’: An Evolutionary Algorithm Library for the Machine Learning Community
- Next-Generation Evolutionary Search, Learning and Planning
- NNAISENSE releases EvoTorch (evotorch.ai): An open-source Evolutionary Algorithm Library with multi-CPU/multi-GPU support for massive evolutionary experiments!
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A note from our sponsor - #<SponsorshipServiceOld:0x00007f0f9b82f0d0>
www.saashub.com | 4 Dec 2023
Index
What are some of the best open-source evolutionary-computation projects in Python? This list will help you:
Project | Stars | |
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1 | evotorch | 924 |
2 | gpFlappyBird | 147 |
3 | talk-generator | 120 |
4 | tiny_gp | 85 |
5 | pyshgp | 64 |
6 | EvolutionarySelfReplication | 13 |