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", "0.3.2")



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: 2024-02-18
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 0.3.2, https://cran.r-project.org/web/packages/aifeducation
Previous versions and publish date:
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)
Other packages that cited aifeducation R package
View aifeducation citation profile
Other R packages that aifeducation depends, imports, suggests or enhances
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
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

r2resize  
In-Text Resizer for Images, Tables and Fancy Resizable Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
bizicount  
Bivariate Zero-Inflated Count Models Using Copulas
Maximum likelihood estimation of copula-based zero-inflated (and non-inflated) Poisson and negative ...
Download / Learn more Package Citations See dependency  
srm  
Structural Equation Modeling for the Social Relations Model
Provides functionality for structural equation modeling for the social relations model (Kenny & ...
Download / Learn more Package Citations See dependency  
FMCCSD  
Efficient Estimation of Clustered Current Status Data
Current status data abounds in the field of epidemiology and public health, where the only observab ...
Download / Learn more Package Citations See dependency  
factorplot  
Graphical Presentation of Simple Contrasts
Methods to calculate, print, summarize and plot pairwise differences from GLMs, GLHT or Multinomial ...
Download / Learn more Package Citations See dependency  
cdcfluview  
Retrieve Flu Season Data from the United States Centers for Disease Control and Prevention ("CDC") "FluView" Portal
The 'U.S.' Centers for Disease Control and Prevention (CDC) maintain a portal ...
Download / Learn more Package Citations See dependency  

22,114

R Packages

188,080

Dependencies

55,244

Author Associations

22,115

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net. Contact Us / Suggestions / Concerns