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ml:data_cleaning_and_validation [2022/05/09 09:17] jmflanigml:data_cleaning_and_validation [2025/06/01 23:00] (current) – [Data Cleaning] jmflanig
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   * [[https://www.researchgate.net/profile/Junhua-Ding/publication/318432363_Data_Quality_Considerations_for_Big_Data_and_Machine_Learning_Going_Beyond_Data_Cleaning_and_Transformations/links/59ded28b0f7e9bcfab244bdf/Data-Quality-Considerations-for-Big-Data-and-Machine-Learning-Going-Beyond-Data-Cleaning-and-Transformations.pdf|2017 - Data Quality Considerations for Big Data and Machine Learning: Going Beyond Data Cleaning and Transformations]]   * [[https://www.researchgate.net/profile/Junhua-Ding/publication/318432363_Data_Quality_Considerations_for_Big_Data_and_Machine_Learning_Going_Beyond_Data_Cleaning_and_Transformations/links/59ded28b0f7e9bcfab244bdf/Data-Quality-Considerations-for-Big-Data-and-Machine-Learning-Going-Beyond-Data-Cleaning-and-Transformations.pdf|2017 - Data Quality Considerations for Big Data and Machine Learning: Going Beyond Data Cleaning and Transformations]]
   * [[http://proceedings.mlr.press/v119/liu20e/liu20e.pdf|Liu & Guo 2020 - Peer Loss Functions: Learning from Noisy Labels without Knowing Noise Rates]]   * [[http://proceedings.mlr.press/v119/liu20e/liu20e.pdf|Liu & Guo 2020 - Peer Loss Functions: Learning from Noisy Labels without Knowing Noise Rates]]
 +  * [[https://arxiv.org/pdf/2009.10795|Swayamdipta et al 2020 - Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics]]
  
 ===== Data Validation ===== ===== Data Validation =====
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 ===== Related Pages ===== ===== Related Pages =====
 +  * [[nlp:Data Preparation]]
   * [[nlp:Dataset Creation]]   * [[nlp:Dataset Creation]]
 +
  
ml/data_cleaning_and_validation.1652087870.txt.gz · Last modified: 2023/06/15 07:36 (external edit)

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