Other packages > Find by keyword >

aifeducation  

Artificial Intelligence for Education
View on CRAN: Click here


Download and install aifeducation package within the R console
Install from CRAN:
install.packages("aifeducation")

Install from Github:
library("remotes")
install_github("cran/aifeducation")

Install by package version:
library("remotes")
install_version("aifeducation", "1.1.6")



Attach the package and use:
library("aifeducation")
Maintained by
Berding Florian
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-08-15
Latest Update: 2025-02-05
Description:
In social and educational settings, the use of Artificial Intelligence (AI) is a challenging task. Relevant data is often only available in handwritten forms, or the use of data is restricted by privacy policies. This often leads to small data sets. Furthermore, in the educational and social sciences, data is often unbalanced in terms of frequencies. To support educators as well as educational and social researchers in using the potentials of AI for their work, this package provides a unified interface for neural nets in 'keras', 'tensorflow', and 'pytorch' to deal with natural language problems. In addition, the package ships with a shiny app, providing a graphical user interface. This allows the usage of AI for people without skills in writing python/R scripts. The tools integrate existing mathematical and statistical methods for dealing with small data sets via pseudo-labeling (e.g. Lee (2013) , Cascante-Bonilla et al. (2020) ) and imbalanced data via the creation of synthetic cases (e.g. Bunkhumpornpat et al. (2012) ). Performance evaluation of AI is connected to measures from content analysis which educational and social researchers are generally more familiar with (e.g. Berding & Pargmann (2022) , Gwet (2014) , Krippendorff (2019) ). Estimation of energy consumption and CO2 emissions during model training is done with the 'python' library 'codecarbon'. Finally, all objects created with this package allow to share trained AI models with other people.
How to cite:
Berding Florian (2023). aifeducation: Artificial Intelligence for Education. R package version 1.1.6, https://cran.r-project.org/web/packages/aifeducation. Accessed 09 Oct. 2026.
Previous versions and publish date:
(2026-07-09 07:17), 0.2.0 (2023-08-15 12:00), 0.3.0 (2023-10-10 12:30), 0.3.1 (2024-02-18 11:40), 0.3.2 (2024-03-15 22:40), 0.3.3 (2024-04-22 20:22), 1.0.0 (2024-12-20 09:30), 1.0.1 (2025-01-28 12:10), 1.0.2 (2025-02-05 14:00), 1.1.0 (2025-08-19 11:50), 1.1.1 (2025-08-24 00:00), 1.1.2 (2025-10-14 16:50), 1.1.3 (2025-11-19 16:10), 1.1.4 (2026-03-02 19:20), 1.1.5 (2026-04-26 01:30)
Other packages that cited aifeducation R package
View aifeducation citation profile
Other R packages that aifeducation depends, imports, suggests or enhances
Complete documentation for aifeducation
Functions, R codes and Examples using the aifeducation R package
Some associated functions: AifeducationConfiguration . EmbeddedText . TextEmbeddingClassifierNeuralNet . TextEmbeddingModel . aifeducation_config . array_to_matrix . bow_pp_create_basic_text_rep . bow_pp_create_vocab_draft . check_aif_py_modules . check_embedding_models . combine_embeddings . create_bert_model . create_deberta_v2_model . create_funnel_model . create_iota2_mean_object . create_longformer_model . create_roberta_model . create_synthetic_units . generate_id . get_coder_metrics . get_folds . get_n_chunks . get_stratified_train_test_split . get_synthetic_cases . get_train_test_split . install_py_modules . load_ai_model . matrix_to_array_c . save_ai_model . set_config_cpu_only . set_config_gpu_low_memory . set_config_os_environ_logger . set_config_tf_logger . set_transformers_logger . split_labeled_unlabeled . summarize_tracked_sustainability . test_classifier_sustainability . test_metric_mean . train_tune_bert_model . train_tune_deberta_v2_model . train_tune_funnel_model . train_tune_longformer_model . train_tune_roberta_model . 
Some associated R codes: RcppExports.R . aux_fct.R . data.R . install_and_config.R . onLoad.R . preparation.R . saving_and_loading.R . sustainability.R . te_classifier_neuralnet_model.R . text_embedding_model.R . transformer_bert.R . transformer_deberta_v2.R . transformer_funnel.R . transformer_longformer.R . transformer_roberta.R .  Full aifeducation package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

githubinstall  
A Helpful Way to Install R Packages Hosted on GitHub
Provides an helpful way to install packages hosted on GitHub. ...
Download / Learn more Package Citations See dependency  
baffle  
Make Waffle Plots with Base Graphics
Waffle plots are rectangular pie charts that represent a quantity or abundances using colored squar ...
Download / Learn more Package Citations See dependency  
TRMF  
Temporally Regularized Matrix Factorization
Functions to estimate temporally regularized matrix factorizations (TRMF) for forecasting and imputi ...
Download / Learn more Package Citations See dependency  
separationplot  
Separation Plots
Visual representations of model fit or predictive success in the form of "separation plots." See Gr ...
Download / Learn more Package Citations See dependency  
binovisualfields  
Depth-Dependent Binocular Visual Fields Simulation
Simulation and visualization depth-dependent integrated visual fields. Visual fields are measured mo ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  

28,989

R Packages

247,686

Dependencies

76,495

Author Associations

28,990

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA