📈 Ready to level up your forecasting skills? Join Franz Kiraly and Benedict Heidrich in their workshop "sktime – python toolbox for time series: pipelines and benchmarking" at PyCon CZ 23. 🚀🕰️ Learn more: https://cz.pycon.org/2023/program/workshops/36/
#TimeSeries #sktime #PyConCZ23

(1/3) Retiring open-source project 🧵 ⬇️

The TSstudio package is one of the first #opensource projects I did. On my way to holiday break on December 2017, I was bored during a 12 hours flight and decided to package a few common #dataviz functions I love to use for time series data. A few days after, the first version was on CRAN. In the following year, I spent many hours enjoying developing additional functionalities and tools for #timeseries analysis and #forecasting

#rstats #DataScience

binjr 3.13 is now available!

This release features the new #JFR data adapter that was revealed some time ago, alongside a few UI enhancements to better support it and some most welcome bug fixes, of course.

Read the full changelog and download it at https://binjr.eu

#binjr #java #javafx #dataViz #app #profiler #timeseries

This paper is about time series classification using #MachineLearning. I.e. given a time series, predict a single category that the #TimeSeries belongs to. The proposed idea is to split the time series into sub-sequences, and for each sub-sequence calculate #quantiles. The quantiles are the feature representation of the time series.

https://arxiv.org/abs/2308.00928

I am a senior researcher at Huawei Canada, working on #timeseries #forecasting methods. Previously, I was a postdoc at the Institute of Biomedical Engineering, UofT and Holland Bloorview Kids Rehabilitation Hospital, focusing on brain signal analysis and tool development for kids with severe movement disabilities.

(1/2) After returning last week to work on my book, this weekend continue to work on the last dataset I will package for the book - the hourly electricity generation in New York by sub-regions.

#rstats #timeseries #docker #githubactions

Dramatic decline (72%) in #butterfly 🦋occupancy in #Denmark over 26 yr. During 1993-2014, FIVE SPECIES declared regionally #extinct. #BiodiversityCrisis #InsectDecline #InsectArmageddon #TimeSeries #LongTermMonitoring https://www.sciencedirect.com/science/article/pii/S0006320723003099

The next release of binjr will feature a new data adapter for JDK Flight Recorder files!

It is still under development but you can give it a try and share your feedback via this github discussion: here:https://github.com/orgs/binjr/discussions/139

#binjr #java #javafx #visualization #dataViz #JFR #JMC #profiler #timeseries #foss #app

🚀 Unleash the Power of Cumulative Mean in R! 📊

As data-driven professionals, understanding the "cumulative mean" can revolutionize our statistical analysis. 📈 This insightful measure unveils the evolving average value of a dataset over time, making it perfect for time-series analysis, trend spotting, and smoothing noisy data.

#RStats #Statistics #Trends #r #opensourcesoftware #opensourcecommunity #technology #innovation #cumulativemean #cumulative #mean #timeseries

https://www.spsanderson.com/steveondata/posts/2023-07-27/

#postgresql #extension #timescaledb #Data #TimeSeries

- https://github.com/timescale/timescaledb

```
CREATE EXTENSION IF NOT EXISTS timescaledb

ATTENTION:
WELCOME TO
_____ _ _ ____________
|_ _(_) | | | _ \ ___ \
| | _ _ __ ___ ___ ___ ___ __ _| | ___| | | | |_/ /
| | | | _ ` _ \ / _ \/ __|/ __/ _` | |/ _ \ | | | ___ \
| | | | | | | | | __/\__ \ (_| (_| | | __/ |/ /| |_/ /
|_| |_|_| |_| |_|\___||___/\___\__,_|_|\___|___/ \____/
Running version 2.11.1
For more information on TimescaleDB, please visit the following links:

1. Getting started: https://docs.timescale.com/timescaledb/latest/getting-started
2. API reference documentation: https://docs.timescale.com/api/latest
3. How TimescaleDB is designed: https://docs.timescale.com/timescaledb/latest/overview/core-concepts

Note: TimescaleDB collects anonymous reports to better understand and assist our users.
For more information and how to disable, please see our docs https://docs.timescale.com/timescaledb/latest/how-to-guides/configuration/telemetry.

CREATE EXTENSION
```

This place is now the only home for #binjr on social media (well, its *real* home is wherever anyone clones a repo from https://github.com/binjr/binjr/ I guess):
as of now, the account over on Twitter/whatever-its-called-this-week will no longer be updated.

It's all a bit quiet around here for the moment though, so please follow and boost this post and help spread the word, if you feel so inclined!

#binjr #java #javafx #visualization #logs #graphs #timeseries #foss #app

📝 "It’s About Dang Time: Visualizing Time Series Data"

👤 Lydia Gibson

🔗 https://lgibson7.quarto.pub/once-upon-a-time-series/posts/2023-05-28-Time-Series-Data-Viz/index.html

#rladies #rstats #r #dataviz #timeseries

Hey fellow data enthusiasts! 📊 In this post, I want to share an exciting technique called rolling correlation and how you can leverage it to gain valuable insights from your time-series data using R.

Don't be shy—give it a try and share your findings in the comments below.

Post: https://www.spsanderson.com/steveondata/posts/2023-06-28/

#r #rstats #stocks #rollingcorrelation #rollapply #timeseries #correlation

Minor Fixes and Improvements

Fix #436 - Modify all boilerplate fitting functions to use tune::show_best(n = 1)

instead of Inf and using dplyr::slice(1)

To learn more about healthyR.ts, visit the package website: https://www.spsanderson.com/healthyR.ts/ or the GitHub repository: https://github.com/spsanderson/healthyR.ts.

install.packages("healthyR.ts")

#data #hospital #github #r #rstats #opensource #opensourcesoftware #opensourcecommunity #timeseries #timeseriesanalysis

Using transformers for time series forecasting 👇🏼

I came across this interesting blog post on HuggingFace by Eli Simhayev, Kashif Rasul, and Niels Rogge, providing empirical comparison and benchmarking between Transformers and linear models for forecasting applications.

TLDR: transformers performed better than the linear models

Resources 📚
Paper: https://huggingface.co/blog/autoformer
Colab: https://colab.research.google.com/github/huggingface/notebooks/blob/main/examples/autoformer-transformers-are-effective.ipynb

#timeseries #forecasting #machinelearning #deeplearning #transformers #datascience #python

Our vulnerability detection library works with any type of Python model for tabular and text data.

It supports classification, regression... And text generation (#LLMs)!

We plan to extend it to images for #ComputerVision tasks, Audio and #TimeSeries forecasting.

Anyone have AWS Timestream anecdotes? #dataengineering #timeseries

TLDR: I opened a Medium account 🥳

I realized there are better places to share my tutorials and how-to guides than long README files in my Github account. Therefore, I am testing the water and decided to try out #medium . Still learning the platform, and it might take some time before I start sharing content.

If you are interested #datascience #timeseries #rstats #python #mlops #dataviz , please consider following 👇🏼
https://medium.com/@rami.krispin/about

TLDR: I opened a Medium account 🥳

I realized there are better places to share my tutorials and how-to guides than long README files in my Github account. Therefore, I am testing the water and decided to try out #medium . Still learning the platform, and it might take some time before I start sharing content.

If you are interested #datascience #timeseries #rstats #python #mlops #dataviz , please consider following 👇🏼
https://medium.com/@rami.krispin

(1/3) New release to skforecast 🎉🎉🎉

The skforecast is a Python library for forecasting applications 🚀 with regression models leveraging on the back-end regressors from the scikit-learn library

🧵 ⬇️

#timeseries #forecasting #statistics #machinelearning #deeplearning #python #scikitlearn #opensource