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Dev tools · alternatives · 2026

24 alternatives to Pykov – a tiny Python module on finite regular Markov chains

Pykov is a Python module on finite regular Markov chains. - riccardoscalco/Pykov

Pykov is a Python module designed for working with finite regular Markov chains. It provides tools for developers to model and analyze systems with probabilistic state transitions. The module is lightweight and focused… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Pykov – a tiny Python module on finite regular Markov chains launched in 2014; newer entries below may have overtaken it.

  1. 1PT
  2. 2MC
  3. 3

    A compact C++ library for easily simulating common Markov processes. - GitHub - NathanEpstein/markov: A compact C++ library for easily simulating common Markov processes.

    2015 · github.com · its alternatives →

  4. 4
    Pyro▲98

    Deep Universal Probabilistic Programming

    2017 · pyro.ai · its alternatives →

  5. 5

    If Google News had a Python library. Contribute to kotartemiy/pygooglenews development by creating an account on GitHub.

    2020 · github.com · its alternatives →

  6. 6

    A Python toolkit for rule-based/unsupervised anomaly detection in time series - arundo/adtk

    2019 · github.com · its alternatives →

  7. 7

    Hello and happy new year! We're excited to introduce the Pyper package for concurrency & parallelism in Python. Pyper is a flexible framework for concurrent / parallel data processing, following the functional paradigm. Source code can be found on [github](https://github.com/pyper-dev/pyper) Key features: Intuitive API: Easy to learn, easy to think about. Implements clean abstractions to seamlessly unify threaded, multiprocessed, and asynchronous work. Functional Paradigm: Python functions are the building blocks of data pipelines. Let's you write clean, reusable…

    2025 · github.com · its alternatives →

  8. 8

    Documentation for the Pydantic stack. Validate data with Pydantic Validation, build production AI agents with Pydantic AI, and monitor LLM calls, agent behavior, and costs with Pydantic Logfire.

    2017 · pydantic-docs.helpmanual.io · its alternatives →

  9. 9

    Greetings! A 2.5 weekends project to teach myself newer Python features (>= 3.10). Conditions are written as Lambda expressions that annotate parameters and return types, and coexist with type annotations. Symbols to share values between conditions are also supported to a limited extend.

    2022 · github.com · its alternatives →

  10. 10

    Blazing fast, composable, Pythonic quantile filters. - marmarelis/rolling-quantiles

    2021 · github.com · its alternatives →

  11. 11BA
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    PyTermGUI is a highly modular framework offering most of the features one would expect from a GUI library, such as a mature and open Widget API, animations, mouse support and other goodies, right inside the terminal! The markup language is another great feature of the library, and is used by practically all elements of it. It is based on Rich's implementation, but uses a more concise and easier to humanly parse syntax, while being over 10 times faster at parsing due to a long list of optimizations. There is a full Window Manager API included as well, allowing the user to move, resize and…

    2022 · github.com · its alternatives →

  13. 13

    A discrete-time Python-based solver for the Stochastic On-Time Arrival routing problem - mehrdadn/SOTA-Py

    2017 · github.com · its alternatives →

  14. 14

    Haskell re-implementation of STOKE, the stochastic superoptimizer - blaze/notebooks/tutorial.ipynb at master · bollu/blaze

    2019 · github.com · its alternatives →

  15. 15

    Markov Chain Twitter Bot generator. Contribute to EivindArvesen/dankenstein development by creating an account on GitHub.

    2018 · github.com · its alternatives →

  16. 16

    Python With Kurly braces. Contribute to umlet/pwk development by creating an account on GitHub.

    2020 · github.com · its alternatives →

  17. 17

    I built a Rust-powered Wavelet Matrix library for Python. There were surprisingly few practical Wavelet Matrix implementations available for Python, so I implemented one with a focus on performance, usability, and typed APIs. It supports fast rank/select, top-k, quantile, range queries, and even dynamic updates. Feedback welcome!

    Dec 2025 · pypi.org · its alternatives →

  18. 18UA

    Hello! So, I am experimenting with new approaches to automated machine learning, where you don't need anything besides either data or prompt This is a first platform from my auto ml serie called Łukasiewicz (Jan Łukasiewicz was a logician who created Polish notation) I much appreciate your feedback and if you want to try it out, I created a -75% off promo code "HACKERNEWS" on credits, so it hopefully will cover at least some of computing expenses, but more importantly will let you play with the platform at almost no cost Thank you!

    2024 · lukasiewicz.tmlc.pl · its alternatives →

  19. 19

    Hello, I am excited to share PyBroker with you, a free and open-source Python framework that I developed for creating algorithmic trading strategies, including those that utilize machine learning. With PyBroker, you can easily develop and fine-tune trading rules, build powerful ML models, and gain valuable insights into your strategy's performance. Some of the key features of PyBroker include: - A super-fast backtesting engine built using NumPy and accelerated with Numba. - The ability to create and execute trading rules and models across multiple instruments with ease. - Access to…

    2023 · github.com · its alternatives →

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    A Python library for detecting patterns and anomalies in massive datasets using the Matrix Profile - target/matrixprofile-ts

    2019 · github.com · its alternatives →

  21. 21

    Built this Python package because I wanted to run hardware controlling ML stuff and other control algorithms directly connected to industrial I/O hardware without jumping into annoying PLC toolchains (Windows only, licensing hassle, no editor choice, proprietary version control - you name it). For sure its not for ms‑cycle loops, or uptime critical production stuff, but in applications with relaxed timing it allows for fast iteration on the setup - making prototyping a pleasure. Its easy to use, has no dependencies beside Python, its fully type annotated and MIT licensed. Internal it…

    2025 · github.com · its alternatives →

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    A tool for infected .pyc files with arbitrary code that spreads out to infect all other .pyc files - jgeralnik/Pytroj

    2011 · github.com · its alternatives →

  23. 23PI
  24. 24

    Probabilistic language based on pattern matching and constraint propagation, 153 examples - mxgmn/MarkovJunior

    2022 · github.com · its alternatives →

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