#forecasting — Public Fediverse posts on home.social

Context parroting relies on short stretches of time-series data (or context). As it moves through the time series, it scans for similar patterns or motifs that appeared earlier in the sequence, and uses those patterns to predict what might come

https://openreview.net/forum?id=EUAXc9Hlvm

https://www.santafe.edu/news-center/news/a-simple-baseline-for-ai-forecasting-in-machine-learning

#machineLearning #forecasting #timeseries #forecasting #ML

#ml #timeseries #forecasting #machinelearning

ma𝕏pool @[email protected] · 2026-04-13 · 13:19 UTC

Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning https://arxiv.org/abs/2505.11349

Context parroting relies on short stretches of time-series data (or context). As it moves through the time series, it scans for similar patterns or motifs that appeared earlier in the sequence, and uses those patterns to predict what might come

https://openreview.net/forum?id=EUAXc9Hlvm

https://www.santafe.edu/news-center/news/a-simple-baseline-for-ai-forecasting-in-machine-learning

#machineLearning #forecasting #timeseries #forecasting #ML

#ml #timeseries #forecasting #machinelearning

ma𝕏pool @[email protected] · 2026-04-13 · 13:19 UTC

Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning https://arxiv.org/abs/2505.11349

Context parroting relies on short stretches of time-series data (or context). As it moves through the time series, it scans for similar patterns or motifs that appeared earlier in the sequence, and uses those patterns to predict what might come

https://openreview.net/forum?id=EUAXc9Hlvm

https://www.santafe.edu/news-center/news/a-simple-baseline-for-ai-forecasting-in-machine-learning

#machineLearning #forecasting #timeseries #forecasting #ML

#ml #timeseries #forecasting #machinelearning

ma𝕏pool @[email protected] · 2026-04-13 · 13:19 UTC

Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning https://arxiv.org/abs/2505.11349

Context parroting relies on short stretches of time-series data (or context). As it moves through the time series, it scans for similar patterns or motifs that appeared earlier in the sequence, and uses those patterns to predict what might come

https://openreview.net/forum?id=EUAXc9Hlvm

https://www.santafe.edu/news-center/news/a-simple-baseline-for-ai-forecasting-in-machine-learning

#machineLearning #forecasting #timeseries #forecasting #ML

#machinelearning #forecasting #timeseries #ml

ma𝕏pool @[email protected] · 2026-04-13 · 13:19 UTC

Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning https://arxiv.org/abs/2505.11349

Context parroting relies on short stretches of time-series data (or context). As it moves through the time series, it scans for similar patterns or motifs that appeared earlier in the sequence, and uses those patterns to predict what might come

https://openreview.net/forum?id=EUAXc9Hlvm

https://www.santafe.edu/news-center/news/a-simple-baseline-for-ai-forecasting-in-machine-learning

#machineLearning #forecasting #timeseries #forecasting #ML

#ml #timeseries #forecasting #machinelearning

Dotan Horovits #CNCFAmbassador @[email protected] · 2026-03-12 · 17:15 UTC

You already know that you can visualize your metrics from #Prometheus in #OpenSearch Dashboard's Discover Metrics experience (if not, check the comments).

But what if we could add some #AI sauce to detect anomalies and extrapolate forecasts?

Check out the new RFC for time series #anomalyDetection and #forecasting in @OpenSearchProject and chime in with your feedback.
https://github.com/opensearch-project/OpenSearch-Dashboards/issues/11439

#OpenSearchAmbassador #timeseries #metrics #monitoring #cloudnative
@Prometheus

#prometheus #opensearch #ai #anomalydetection #forecasting #opensearchambassador

Dotan Horovits #CNCFAmbassador @horovits · 2026-03-12 · 17:15 UTC

You already know that you can visualize your metrics from #Prometheus in #OpenSearch Dashboard's Discover Metrics experience (if not, check the comments).

But what if we could add some #AI sauce to detect anomalies and extrapolate forecasts?

Check out the new RFC for time series #anomalyDetection and #forecasting in @OpenSearchProject and chime in with your feedback.
https://github.com/opensearch-project/OpenSearch-Dashboards/issues/11439

#OpenSearchAmbassador #timeseries #metrics #monitoring #cloudnative
@Prometheus

#prometheus #opensearch #ai #anomalydetection #forecasting #opensearchambassador

Dotan Horovits #CNCFAmbassador @[email protected] · 2026-03-12 · 17:15 UTC

You already know that you can visualize your metrics from #Prometheus in #OpenSearch Dashboard's Discover Metrics experience (if not, check the comments).

But what if we could add some #AI sauce to detect anomalies and extrapolate forecasts?

Check out the new RFC for time series #anomalyDetection and #forecasting in @OpenSearchProject and chime in with your feedback.
https://github.com/opensearch-project/OpenSearch-Dashboards/issues/11439

#OpenSearchAmbassador #timeseries #metrics #monitoring #cloudnative
@Prometheus

#prometheus #opensearch #ai #anomalydetection #forecasting #opensearchambassador

Dotan Horovits #CNCFAmbassador @[email protected] · 2026-03-12 · 17:15 UTC

You already know that you can visualize your metrics from #Prometheus in #OpenSearch Dashboard's Discover Metrics experience (if not, check the comments).

But what if we could add some #AI sauce to detect anomalies and extrapolate forecasts?

Check out the new RFC for time series #anomalyDetection and #forecasting in @OpenSearchProject and chime in with your feedback.
https://github.com/opensearch-project/OpenSearch-Dashboards/issues/11439

#OpenSearchAmbassador #timeseries #metrics #monitoring #cloudnative
@Prometheus

#cloudnative #monitoring #metrics #timeseries #opensearchambassador #forecasting

Dotan Horovits #CNCFAmbassador @[email protected] · 2026-03-12 · 17:15 UTC

You already know that you can visualize your metrics from #Prometheus in #OpenSearch Dashboard's Discover Metrics experience (if not, check the comments).

But what if we could add some #AI sauce to detect anomalies and extrapolate forecasts?

Check out the new RFC for time series #anomalyDetection and #forecasting in @OpenSearchProject and chime in with your feedback.
https://github.com/opensearch-project/OpenSearch-Dashboards/issues/11439

#OpenSearchAmbassador #timeseries #metrics #monitoring #cloudnative
@Prometheus

#prometheus #opensearch #ai #anomalydetection #forecasting #opensearchambassador

Hasan Ali Gültekin @[email protected] · 2026-03-12 · 09:44 UTC

Time Series Forecasting Analysis with Python
A practical workflow for finance data: clean the timeline, beat a baseline, and ship forecasts you can monitor.
This post walks through the real steps: missing dates, outliers, leakage-safe splits, baseline models, better models, and monitoring drift after deployment.

:medium: https://medium.com/write-a-catalyst/time-series-forecasting-analysis-with-python-a8b518e54708

#python #timeSeries #finance #dataScience #forecasting

@programming @ai @socialsciences @pythonclcoding

#python #timeseries #finance #datascience #forecasting

Hasan Ali Gültekin @[email protected] · 2026-03-12 · 09:44 UTC

Time Series Forecasting Analysis with Python
A practical workflow for finance data: clean the timeline, beat a baseline, and ship forecasts you can monitor.
This post walks through the real steps: missing dates, outliers, leakage-safe splits, baseline models, better models, and monitoring drift after deployment.

:medium: https://medium.com/write-a-catalyst/time-series-forecasting-analysis-with-python-a8b518e54708

#python #timeSeries #finance #dataScience #forecasting

@programming @ai @socialsciences @pythonclcoding

#python #timeseries #finance #datascience #forecasting

Hasan Ali Gültekin @[email protected] · 2026-03-12 · 09:44 UTC

Time Series Forecasting Analysis with Python
A practical workflow for finance data: clean the timeline, beat a baseline, and ship forecasts you can monitor.
This post walks through the real steps: missing dates, outliers, leakage-safe splits, baseline models, better models, and monitoring drift after deployment.

:medium: https://medium.com/write-a-catalyst/time-series-forecasting-analysis-with-python-a8b518e54708

#python #timeSeries #finance #dataScience #forecasting

@programming @ai @socialsciences @pythonclcoding

#python #timeseries #finance #datascience #forecasting

Hasan Ali Gültekin @[email protected] · 2026-03-12 · 09:44 UTC

Time Series Forecasting Analysis with Python
A practical workflow for finance data: clean the timeline, beat a baseline, and ship forecasts you can monitor.
This post walks through the real steps: missing dates, outliers, leakage-safe splits, baseline models, better models, and monitoring drift after deployment.

:medium: https://medium.com/write-a-catalyst/time-series-forecasting-analysis-with-python-a8b518e54708

#python #timeSeries #finance #dataScience #forecasting

@programming @ai @socialsciences @pythonclcoding

#forecasting #datascience #finance #timeseries #python

Hasan Ali Gültekin @[email protected] · 2026-03-12 · 09:44 UTC

Time Series Forecasting Analysis with Python
A practical workflow for finance data: clean the timeline, beat a baseline, and ship forecasts you can monitor.
This post walks through the real steps: missing dates, outliers, leakage-safe splits, baseline models, better models, and monitoring drift after deployment.

:medium: https://medium.com/write-a-catalyst/time-series-forecasting-analysis-with-python-a8b518e54708

#python #timeSeries #finance #dataScience #forecasting

@programming @ai @socialsciences @pythonclcoding

#python #timeseries #finance #datascience #forecasting

Hylke Rozema @[email protected] · 2026-02-25 · 08:01 UTC

Five Architectures for Time Series Forecasting with Large Language Models
Large Language Models are increasingly being applied to time series forecasting. Not as chatbots, but as prediction engines that leverage the pattern recognition capabilitie
https://www.hylkerozema.nl/2026/02/25/five-architectures-for-time-series-forecasting-with-large-language-models/
#DataScience #MachineLearningEngineering #DataScience #Forecasting #FoundationModels #LLM #MachineLearning #TimeSeries #Transformer

#transformer #timeseries #machinelearning #llm #foundationmodels #forecasting

Hylke Rozema @[email protected] · 2026-02-25 · 08:01 UTC

Five Architectures for Time Series Forecasting with Large Language Models
Large Language Models are increasingly being applied to time series forecasting. Not as chatbots, but as prediction engines that leverage the pattern recognition capabilitie
https://www.hylkerozema.nl/2026/02/25/five-architectures-for-time-series-forecasting-with-large-language-models/
#DataScience #MachineLearningEngineering #DataScience #Forecasting #FoundationModels #LLM #MachineLearning #TimeSeries #Transformer

#transformer #timeseries #machinelearning #llm #foundationmodels #forecasting

Hylke Rozema @[email protected] · 2026-02-25 · 08:01 UTC

Five Architectures for Time Series Forecasting with Large Language Models
Large Language Models are increasingly being applied to time series forecasting. Not as chatbots, but as prediction engines that leverage the pattern recognition capabilitie
https://www.hylkerozema.nl/2026/02/25/five-architectures-for-time-series-forecasting-with-large-language-models/
#DataScience #MachineLearningEngineering #DataScience #Forecasting #FoundationModels #LLM #MachineLearning #TimeSeries #Transformer

#transformer #timeseries #machinelearning #llm #foundationmodels #forecasting

Hylke Rozema @[email protected] · 2026-02-25 · 08:01 UTC

Five Architectures for Time Series Forecasting with Large Language Models
Large Language Models are increasingly being applied to time series forecasting. Not as chatbots, but as prediction engines that leverage the pattern recognition capabilitie
https://www.hylkerozema.nl/2026/02/25/five-architectures-for-time-series-forecasting-with-large-language-models/
#DataScience #MachineLearningEngineering #DataScience #Forecasting #FoundationModels #LLM #MachineLearning #TimeSeries #Transformer

#datascience #machinelearningengineering #forecasting #foundationmodels #llm #machinelearning

Hylke Rozema @[email protected] · 2026-02-25 · 08:01 UTC

Five Architectures for Time Series Forecasting with Large Language Models
Large Language Models are increasingly being applied to time series forecasting. Not as chatbots, but as prediction engines that leverage the pattern recognition capabilitie
https://www.hylkerozema.nl/2026/02/25/five-architectures-for-time-series-forecasting-with-large-language-models/
#DataScience #MachineLearningEngineering #DataScience #Forecasting #FoundationModels #LLM #MachineLearning #TimeSeries #Transformer

#transformer #timeseries #machinelearning #llm #foundationmodels #forecasting

Noam Ross @[email protected] · 2023-03-14 · 14:01 UTC

Absolutely gaga over this new preprint by Nick Clark and the @weecology group. So many methodological threads - long-term ecological monitoring, an open data system, careful semi-parametric models, simulation-based inference and forecasting rigor - combine into predicting complex multispecies dynamics while learning about their relationships + drivers

https://ecoevorxiv.org/repository/view/5143/, code at https://github.com/nicholasjclark/portal_VAR

Thread from Nick at: https://twitter.com/nj_clark/status/1635417591157260288

#ecology #forecasting #EFI #mgcv #rstats