climate contingency-table dask forecast-evaluation forecast-verification forecasting model-validation oceanography pandas python verification weather xarray

Economics

atmosphere atmospheric-science cf climate forecasting metadata netcdf ocean python

Engineering (40%)

biodiversity-scenario co2-emissions deforestation deforestation-risk forecasting forest-cover-change ipbes ipcc land-use-change protected-areas python redd roads spatial-analysis spatial-autocorrelation spatial-modelling tropical-forests

Artificial Intelligence and Machine Learning Economics (40%)

bayesian-data-analysis bayesian-inference bayesian-statistics data-analysis data-science deep-learning forecasting machine-learning markov-chain markov-model markov-process time-series time-series-analysis

Earth and Environmental Sciences Sociology

autocorrelation bifurcation bootstrapping complex-systems critical-transitions early-warning-indicators early-warning-signals forecasting ipynb power-spectrum python resilience-indicators time-series tipping-point visualization

epidemiology forecasting influenza prediction statistics visualizer

anomaly-detection classification clustering data-analysis data-mining data-science deep-learning forecasting generation imputation machine-learning missing-values neural-networks pytorch time-series

forecasting metrics pangeo verification

climate climate-analysis dask forecasting pangeo prediction python s2d s2s xarray

count-model data-analysis data-science econometrics forecasting generalized-linear-models hypothesis-testing prediction python regression-models robust-estimation statistics timeseries-analysis

Agricultural and Biological Sciences (40%)

arima autoregressive-forecasting backtesting-forecasters data-science direct-forecasting exogenous-predictors forecasting lightgbm lstm-neural-networks machine-learning multi-series-forecasting multi-step-forecasting multiple-time-series-forecasting probabilistic-forecasting python quantile-forecasting sarimax scikit-learn time-series xgboost

ai anomaly-detection changepoint-detection data-mining data-science forecasting hacktoberfest machine-learning scikit-learn sktime time-series time-series-analysis time-series-classification time-series-regression time-series-segmentation

compartmental-models epidemiology forecasting mixed-effects model-fitting optimization simulation simulation-modeling

autogluon automated-machine-learning automl computer-vision data-science deep-learning ensemble-learning forecasting gluon hyperparameter-optimization machine-learning natural-language-processing object-detection python pytorch scikit-learn structured-data tabular-data time-series transfer-learning

clean-energy electrification forecasting power-grid

forecasting python3

artificial-intelligence forecasting foundation-models huggingface huggingface-transformers large-language-models llm machine-learning pretrained-models time-series time-series-forecasting timeseries transformers

basic-reproduction-number basisreproduktionszahl covid-19 deutschland forecasting germany infections infektion offene-daten open-data rki sars-cov-2 vorhersage

adf arch bootstrap df-gls dickey-fuller finance financial-econometrics forecasting garch model-confidence-set multiple-comparison-procedures phillips-perron reality-check risk spa time-series unit-root variance volatility

artificial-intelligence aws data-science deep-learning forecasting machine-learning mxnet neural-networks pytorch sagemaker time-series time-series-forecasting time-series-prediction timeseries torch

anomaly-detection data-science deep-learning forecasting machine-learning python time-series

ai artifical-intelligense data-science deep-learning forecasting gpu machine-learning neural-networks pandas python pytorch pytorch-lightning temporal timeseries timeseries-forecasting uncertainty

arima econometrics forecasting forecasting-models machine-learning pmdarima python sarimax time-series

data-science energy energy-forecasting forecasting machine-learning python time-series

artificial-intelligence autoregression deep-learning fbprophet forecast forecasting forecasting-algorithm forecasting-model machine-learning neural neural-network neuralprophet prediction prophet python pytorch seasonality time-series timeseries trend

baselines baselines-zoo deep-learning deep-neural-networks deepar esrnn forecasting hierarchical-forecasting hint machine-learning nbeats nbeatsx neural-network nhits probabilistic-forecasting pytorch robust-regression tft time-series transformer

5c-architecture digital-twin forecasting machine-learning power-cable predictive-maintenance

classification cnn deep-learning fastai forecasting inceptiontime machine-learning python pytorch regression rnn rocket self-supervised sequential state-of-the-art time-series time-series-analysis time-series-classification timeseries transformer

cran forecast forecasting r

cran forecasting r time-series

auto-ml data-science deep-learning easy-to-use forecasting keras lstm machine-learning mase msis pandas python recurrent-neural-networks scikit-learn scikit-learn-python smape time-series vecm

bayesian-statistics dynamic-factor-models ecological-modelling forecasting gaussian-process generalised-additive-models generalized-additive-models joint-species-distribution-modelling multilevel-models multivariate-timeseries rstats stan time-series-analysis timeseries vector-autoregression vectorautoregression

evaluation forecasting hydrology modeling noaa observations pandas python simulation validation verification

data-mining data-science deep-learning forecasting machine-learning neural-network scikit-learn time-series time-series-analysis time-series-anomaly-detection time-series-classification time-series-clustering time-series-regression time-series-segmentation

anomaly-detection artificial-intelligence deep-learning forecasting generative-ai-time-series gpt gpts llm machine-learning time-series time-series-forecasting timegpt

baselines bottomup coherent econometrics erm forecasting forecasting-models hierarchical hierarchical-forecast middleout mint permbu probabilistic-models python reconciliation statistics time-series time-series-forecasting timeseries topdown

forecasting multivariate r time-series

anomaly-detection automl benchmarking ensemble-learning forecasting machine-learning time-series

ecology forecasting hugo-theme open-educational-resources

benchmarking forecasting weather

forecasting python r

arima autoregressive forecasting orange prediction sequence time time-series timeseries visualization

autogluon automated-forecasting automated-timeseries-forecasting automl automl-pipeline catboost data-science forecasting lightgbm machine-learning python scikit-learn timeseries timeseries-analysis timeseries-forecasting xgboost

data-science econometrics forecasting forecasting-models fts fuzzy-rules fuzzy-sets fuzzy-sets-syst fuzzy-systems fuzzy-time-series interval probabilistic-forecasting python series series-models time-series time-series-analysis time-series-forecasting

forecasting heliophysics ionosphere magnetosphere pysat python space-weather

copernicus cordex efas environmental-modelling flood forecasting glofas hydrological-modelling lisflood lisvap

evaluation forecasting prediction statistics verification weather

bayesian-networks dynamic-bayesian-networks forecasting inference time-series

arima data-science deep-learning ets forecasting machine-learning machine-learning-algorithms modeltime prophet r-package tbats tidymodeling tidymodels time time-series time-series-analysis timeseries timeseries-forecasting

finance forecasting genai gradio huggingface-transformers llm machine-learning nlp prediction science time-series time-series-forecasting

forecasting multivariate multivariate-timeseries r time-series

automl autots deep-learning feature-engineering forecasting machine-learning preprocessing time-series

business data-science feature-selection finance finnts forecasting machine-learning microsoft r r-package rstats time-series

data-visualization forecasting gempak goes goes16 goes17 grib gridded-data meteorology netcdf4 radar satellite unidata weather

coercion coercion-functions data-mining dplyr forecast forecasting forecasting-models machine-learning r-package series-decomposition series-signature tibble tidy tidyquant tidyverse time time-series timeseries

forecasting

awips awips-data cave data-server data-visualization edex forecasting foss gempak hdf5 hibernate httpd-server java meteorology postgresql python python-awips spring

benchmarking datasets forecasting huggingface-datasets time-series time-series-forecasting timeseries

anomaly-detection asset-management data-science forecasting machine-learning python time-series

deep-learning forecasting keras-forecasting keras-prediction keras-time-series machine-learning neural-network prediction seq2seq tensorflow tf2 time-series time-series-forecast time-series-forecasting timeseries transformer wavenet

actuarial cran demography forecasting r

arima automl baselines data-science econometrics ets exponential-smoothing fbprophet forecasting machine-learning mstl naive neuralprophet predictions prophet python seasonal-naive statistics theta time-series

biodiversity-scenario climate-change co2-emissions deforestation deforestation-risk forecasting forest-cover-change ipbes ipcc land-use-change protected-areas redd roads spatial-analysis spatial-autocorrelation spatial-modelling tropical-forests

anomaly-detection automl forecasting outlier-detection time-series

econometrics exponential-smoothing forecasting julia-language kalman-filter sarima state-space-models statistics time-series time-series-analysis unobserved-components

awips data-visualization forecasting meteorology numpy python shapely weather

dask forecast forecasting lightgbm machine-learning python time-series xgboost

deep-learning forecasting machine-learning python time-series timeseries

bayesian-inference cmdstanr forecasting hierarchical-models real-time-analytics stan wastewater-based-epidemiology

continuous-time forecasting icml-2023 imputation kalman-filter state-space-model time-series

android balkonpv forecasting photovoltaic photovoltaics powerplant renewable-energy solar-energy sustainability

errors features fforma forecasting m4 metrics python time-series tsfeatures

abstraction automation forecasting infectious-disease-modeling infrastructure

brms ecological-modelling forecasting generalised-additive-models generalised-linear-models generalized-additive-models mgcv multilevel-models mvgam stan time-series-analysis vector-autoregression

feature-engineering forecasting machine-learning panel-data polars python time-series

ensemble ensemble-learning forecast forecasting modeltime r-package stacking stacking-ensemble tidymodels time time-series timeseries

forecasting r rstats time-series timeseries tsstudio visualization

bias bias-correction forecasting hydrology time-series

data-science forecasting mean naive probabilistic probabilistic-programming probability python scipy seasonal-naive simple simple-models time-series uncertainty-quantification

autoregressive-forecasters autoregressive-modeling direct-forecasting exogenous-predictors forecasting multivariate-forecasting multivariate-timeseries python recursive-forecasting scikit-learn time-series timeseries timeseries-forecasting

forecasting python regression time-series

ccm customer-choice demand-forecasting discrete-event-simulation forecasting model operation-research pricing revenue-management simulation

forecasting r statistical-tests

fbprophet forecasting forecasting-models machine-learning prophet python streamlit streamlit-webapp time-series

evaluation-framework exploratory-data-analysis exploratory-data-visualizations forecasting model-cards time-series visualization

ataforecasting fable fabletools forecast forecasting

aws-sagemaker deep-learning demand-forecast forecasting gluonts time-series

bayesian-models ecological-modelling forecasting forecasting-models

forecasting pv-generation pytorch self-attention time-series transformer

deep-learning forecasting machine-learning pre-trained-models pre-training representation-learning time-series time-series-forecasting transformers universal-forecasting

ecology forecasting portal r r-package r-stats reproducible-research shiny workflow

algorithms disaggregation energy energy-disaggregation forecasting ipython-notebook nilm nilm-algorithms nilmtk python

agriculture epidemiology forecasting modeling research viticulture

carpentries-workbench english-language epiverse forecasting outbreak-analysis outbreak-severity real-time-analysis reproduction-number rstats superspreading-events transmission-chain

api forecasting machine-learning time-series

forecasting time-series

center-for-forecasting-and-outbreak-analytics centers-for-disease-control-and-prevention forecasting hubverse respiratory-syncytial-virus

data-science deep-learning forecasting machine-learning time-series

arfima cross-sectional-aggregation forecasting fractional-differencing har-model long-memory long-range-dependence stochastic-duration-shock strong-persistence time-series time-series-analysis

Economics (40%)

bayesian cyberinfrastructure data-assimilation data-science ecosystem-model ecosystem-science forecasting meta-analysis national-science-foundation pecan plants r