#FraudDetection with #DeepLearning : hindawi.com/journals/wcmc/…
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#FraudAnalytics book: amzn.to/2rIXpyQ
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#BigData #DataScience #AI #TimeSeries #MachineLearning #NeuralNetworks #AML #IoT #IIoT #Fintech #Insurtech #EdgeComputing #AnomalyDetection #PredictiveAnalytics

2024 #30DayChartChallenge | day 23 | timeseries | tiles
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The data comes from Google Trends. This #viz compares the popularity of the search for 'inflation' term across the US from 2004 to 2024.
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📂: github.com/poncest/30DayC…
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#rstats | #dataviz | #rstats | #ggplot2

#MachineLearning on Streaming Data with #Python
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#IIoT #IoT #TimeSeries #AI #BigData #DataScience #Edge Computing #Edge #Edge AI #PredictiveAnalytics #StreamAnalytics #AnomalyDetection #Forecasting #Industry40
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🌟 amzn.to/3EFK3Ki from Packt Publishing 🌟
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When it comes to #timeseries #forecasting transformers is what you do not need.

The new architecture 'SOFTS: Efficient Multivariate Time Series Forecasting
with Series-Core Fusion' outperforms all transformers including all the latest transformers such as iTransformer and…

2024 #30DayChartChallenge | day 20 | timeseries | correlation
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This analysis uses NOAA's GSOD dataset to explore the potential relationship between temperature and wind speed in San Juan, PR, 2017 – 2019.
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📂: github.com/poncest/30DayC…
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#rstats | #dataviz | #rstats | #ggplot2

2024 #30DayChartChallenge | day 19 | timeseries | dinosaurs
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The data comes from the IMDB website. This #viz is about Dinosaurs, a family sitcom TV series that ran from 1991 to 1994.
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📂: github.com/poncest/30DayC…
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#rstats | #dataviz | #rstats | #ggplot2

Introduction to #TimeSeries Analysis and #Forecasting [2nd edition] (from the Wiley Series in #Probability and #Statistics ): amzn.to/3PYxMW3
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#DataScience #PredictiveAnalytics #MachineLearning #AI #Mathematics

⏰ Time is ticking! There's just over a week left to enroll in our 'Applied Conformal Prediction' course.

🌟 Dive into state-of-the-art methods and learn how to apply conformal prediction across highly sought-after areas like #TimeSeries , #Regression , and…

Spotting the recent total #solareclipse on #Sentinel2 data! 🌕☀️🛰️

The eclipse crossed Mexico, the US & Canada on April 8, 2024. You can clearly see the difference so make sure to check your #timeseries ! 😉

Discover the images via the #Copernicus Browser link.dataspace.copernicus.eu/gdwv

You can use the same distributed timeseries data store that powers Oban Web in your own application for metrics or monitoring (getoban.pro/docs/met)

For example, here's how you can get the p95 job wait time broken down by queue:

2024 #30DayChartChallenge | day 21 | timeseries | green energy
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The data comes from the U.S. Energy Information Administration. This #viz is about energy consumption by type from 1949 to 2023.
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📂: github.com/poncest/30DayC…
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#rstats | #dataviz | #rstats | #ggplot2

“eXtremeDB leverages its sequence storage format to be best-in-class in filtering, aggregations and window operations.”
- TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications. A review of 7 #timeseries database
bit.ly/35Qzxfz #DBMS #timeseries

If you ever wanted to visit the equivalent of #timeseries #forecasting Jurassic park forecasting competition NN3 has got your covered.

NB: don’t pay much attention to the results from this competition. It only had 111 time series which are neither diverse or large enough. Rather…

Modern #TimeSeries #Forecasting with #Python — Industry-ready time series forecasting using #MachineLearning and #DeepLearning : amzn.to/3Ss85Pl from Packt Publishing
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#AI #ML #BigData #PredictiveAnalytics #DataScience #DataScientist #coding

2024 #30DayChartChallenge | day 22 | timeseries | mobility
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The data comes from Google Trends. This #viz compares the popularity of 'hip' and 'shoulder' mobility search terms from 2004 to 2024.
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📂: github.com/poncest/30DayC…
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#rstats | #dataviz | #rstats | #ggplot2

[PDF] Extensive Tutorial on #OutlierDetection Techniques: bit.ly/3LzhGxJ
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🌟Comprehensive textbook on Outlier Analysis: amzn.to/2HTuEv3
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#BigData #DataScience #AI #MachineLearning #Statistics #IoT #IIoT #Edge #Edge Computing #TimeSeries #AnomalyDetection

#Day19 of the #30DayChartChallenge , #dinosaurs first day of #Timeseries

🦕Dinosaurs searches on Google 🦖🏞️

📂: t.ly/FaJCz

#rstats #ggplot2 #jurassicpark #IceAge #dataviz

1/2.🔮🧠🔄 Unlocking the future of time series prediction with RNNs! azoai.com/news/20240425/… #RecurrentNeuralNetworks #MachineLearning #TimeSeries #Forecasting #AI #DataScience #Innovation #Technology #DeepLearning #PredictiveAnalytics Scientific Reports

📢 Read our Review paper
📚 Time Series Prediction in Industry 4.0: A Comprehensive Review and Prospects for Future Advancements
🔗 mdpi.com/2076-3417/13/2…
👨‍🔬 by Dr. Nataliia Kashpruk et al.
#timeseries #forecasting #industrialrevolutions

Seasonality parameter in time series could be quite confusing when running #timeseries forecasting models.

Rob J Hyndman @[email protected] article to the rescue 🛟.

#seasonality