stumpy @stumpy_dev
#STUMPY is a powerful and scalable open source Python library for modern time series analysis. Follow us to get the latest updates! github.com/TDAmeritrade/s… Ann Arbor, MI Joined April 2019-
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🔥 My recent .@SciPyConf 2024 talk on ".@stumpy_dev Modern Time Series Analysis with Matrix Profiles" is now available! 🙏 Please share with your network 🚀 youtube.com/watch?v=0O6dlq…
🔥 STUMPY 1.13.0 has been released! Highlights: - 🚀 Easier-to-Use Matrix Profile (Array) Data Structure - 💪 NumPy 2.0 Support - ❤️ pyproject.toml Adoption - 😱 Improved Docs and Testing - 🐍 Python 3.12 Support - 🎢 And Much More! Find out more: github.com/TDAmeritrade/s…
😍 I'm super excited to be back at SciPy this year where I'll be presenting a quick intro to "modern time series analysis with matrix profiles" using STUMPY! If you are also attending the conference please say, "hello" 👋
😍 I'm super excited to be back at SciPy this year where I'll be presenting a quick intro to "modern time series analysis with matrix profiles" using STUMPY! If you are also attending the conference please say, "hello" 👋
A huge welcome to @stumpy_dev as a new NumFOCUS Affiliated Project! STUMPY is a powerful & scalable Python package for modern time series analysis & works to provide scientific researchers & data scientists with scalable & high-performance software for computing matrix profiles.
#Stumpy is a powerful and scalable Python library for identifying repeating patterns in your timeseries via a matrix profile. 👉Check out this @Panel_org Stumpy app awesome-panel.org/resources/stum… #python #dataviz #datascience #Analytics #timeseries @seanmylaw
@marktenenholtz Thank you for your kind words .@marktenenholtz! .@stumpy_dev has been a labor of love and feedback like this (especially on the tutorials) means a lot!
STUMPY is one of the most powerful time-series analysis methods (and my personal favorite)... and it quite literally is just a distance vector. I would say every library should have an explainer written this clearly, but not every method is so elegant and simple!…
👉 This long-awaited .@stumpy_dev release (for modern time series analysis) has finally dropped and is packed full of goodies and even more of the high quality docs that you’ve come to love and expect! 😍 📣 Special thanks to .@sarajpoor for all of his many, many contributions!
👉 This long-awaited .@stumpy_dev release (for modern time series analysis) has finally dropped and is packed full of goodies and even more of the high quality docs that you’ve come to love and expect! 😍 📣 Special thanks to .@sarajpoor for all of his many, many contributions!
🔥 STUMPY 1.12.0 has been released! Highlights: - 🚀15-20% speed boost - 💪Efficient top-k nearest-neighbors - ❤️Better handling of constant subsequences - 😱.@numba_jit function caching - 🐍#python 3.11 support - 🎢And much more! 📄Find out more: github.com/TDAmeritrade/s…
You would not use spoon 🥄 as a fork 🍴 or a knife. Why would data scientists try to use forecasting to solve anomaly detection problems. This is so wrong. Anomaly detection is an own domain that has its own methods. One of the pitfalls of #datascientists is trying to treat…
@predict_addict Thanks .@predict_addict! You can learn more about .@stumpy_dev by visiting: stumpy.readthedocs.io/en/latest/
In fact, methods like STUMPY exist for this. Unlike the deep, 768/1536-dimensional embedding representations you need in NLP, "matrix profile" methods like STUMPY are pretty low-dimensional. In other words: simpler models for simpler representations. Now, the practicalities:
Check out the #Stumpy @bokeh app by @seanmylaw App: sharing.awesome-panel.org/seanlaw/stumpy… Code: awesome-panel.org/sharing?app=se…
Did you know the hvPlot and the @HoloViz_org ecosystem can help you do well in @kaggle competitions? Check out "Horse Racing - Welcome to the Machine" notebook that won silver kaggle.com/code/jpmiller/… @Panel_org #dataviz #dataanalysis #datascience #analytics #HorseRacing
For example, you can share @bokeh apps like the #Stumpy app by @seanmylaw. App: sharing.awesome-panel.org/seanlaw/stumpy… Code:awesome-panel.org/sharing?app=se… 🧵👇
@seanmylaw @stumpy_dev I've been following the development and it's really amazing. Congrats!
🙏 Thanks .@federicocarrone! We’ve been working hard over the past year to expand core .@stumpy_dev features, significantly improve the speed/performance, and increasing the stability of the codebase (without sacrificing 100% code coverage). We’re excited so please stay tuned! 👀
🙏 Thanks .@federicocarrone! We’ve been working hard over the past year to expand core .@stumpy_dev features, significantly improve the speed/performance, and increasing the stability of the codebase (without sacrificing 100% code coverage). We’re excited so please stay tuned! 👀
I’m a big fan of stumpy by @seanmylaw, matrix profiles and time series motifs. I highly recommend you check it out. stumpy.readthedocs.io/en/latest/Tuto… github.com/TDAmeritrade/s…
The future of python in the browser is here for @bokeh. This is an example of a @bokeh app that with a few tweaks can be converted to webassembly using 'panel convert' and deployed to @github pages. NO SERVER REQUIRED 🧵👇 @Panel_org #python #dataviz #datascience @seanmylaw
@whitphx @Panel_org And it can actually also convert @bokeh apps with a few tweaks. Here is a @bokeh app showcasing #stumpy by @seanmylaw Code: github.com/awesome-panel/… Apps: awesome-panel.github.io/examples/
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