[ CoursePig.com ] USC.EDU - AutoML - Build Production-Ready Models Quickly!

Creation Time	Nov. 29, 2023, 2:55 a.m.
Last Access Time	June 26, 2025, 11:27 a.m.
File Size	385.1 MB
Keywords	Production-Ready USC Models CoursePig - Quickly AutoML Build EDU com
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/04-automl-for-text-data/data/ag-news/train.csv 27.7 MB
~Get Your Files Here !/03 - 2. AutoML for Tabular Data/03 - Improving your AutoGluon model.mp4 24.2 MB
~Get Your Files Here !/05 - 4. AutoML for Text Data/04 - Training your AutoNLP model and making predictions.mp4 22.6 MB
~Get Your Files Here !/03 - 2. AutoML for Tabular Data/02 - Training your first AutoGluon model.mp4 19.9 MB
~Get Your Files Here !/05 - 4. AutoML for Text Data/02 - Introducing HugginFace AutoTrain.mp4 18.9 MB
~Get Your Files Here !/03 - 2. AutoML for Tabular Data/05 - Solution Flight delay prediction.mp4 18.8 MB
~Get Your Files Here !/02 - 1. Building Machine Learning Models/03 - Optimizing parameters and evaluating trained models.mp4 16.3 MB
~Get Your Files Here !/02 - 1. Building Machine Learning Models/01 - Collecting, understanding, and preparing data.mp4 15.2 MB
~Get Your Files Here !/04 - 3. AutoML for Image Data/03 - Uploading and labeling images.mp4 14.0 MB
~Get Your Files Here !/04 - 3. AutoML for Image Data/04 - Training and validating your model.mp4 13.9 MB
~Get Your Files Here !/02 - 1. Building Machine Learning Models/02 - Choosing the right model for your data.mp4 13.6 MB
~Get Your Files Here !/04 - 3. AutoML for Image Data/05 - Using your model.mp4 13.3 MB
~Get Your Files Here !/04 - 3. AutoML for Image Data/08 - Solution Multi-class classification.mp4 12.7 MB
~Get Your Files Here !/05 - 4. AutoML for Text Data/06 - Solution Multi-class text classification.mp4 12.0 MB
~Get Your Files Here !/04 - 3. AutoML for Image Data/06 - Working with code Tradeoffs.mp4 12.0 MB
~Get Your Files Here !/03 - 2. AutoML for Tabular Data/01 - Introducing AutoGluon.mp4 11.4 MB
~Get Your Files Here !/04 - 3. AutoML for Image Data/02 - Introducing Azure Custom Vision.mp4 11.0 MB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/04-automl-for-text-data/data/swahili-news/Train.csv 10.5 MB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/02-automl-for-tabular-data/data/Train.csv 10.5 MB
~Get Your Files Here !/04 - 3. AutoML for Image Data/01 - Computer vision How do you handle image data.mp4 8.9 MB
~Get Your Files Here !/02 - 1. Building Machine Learning Models/04 - Making predictions about new data.mp4 8.7 MB
~Get Your Files Here !/05 - 4. AutoML for Text Data/03 - Formatting and uploading your data for your task.mp4 8.0 MB
~Get Your Files Here !/04 - 3. AutoML for Image Data/09 - Cleaning up your resources.mp4 6.8 MB
~Get Your Files Here !/01 - Introduction/01 - Apply machine learning to problems.mp4 5.6 MB
~Get Your Files Here !/02 - 1. Building Machine Learning Models/05 - AutoML tools Why use them.mp4 4.8 MB
~Get Your Files Here !/03 - 2. AutoML for Tabular Data/04 - Challenge Flight delay prediction.mp4 4.1 MB
~Get Your Files Here !/05 - 4. AutoML for Text Data/01 - NLP How do you handle text data.mp4 3.2 MB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/04-automl-for-text-data/data/swahili-news/Test.csv 2.7 MB
~Get Your Files Here !/05 - 4. AutoML for Text Data/05 - Challenge Multi-class text classification.mp4 2.6 MB
~Get Your Files Here !/06 - Conclusion/01 - Other AutoML tools Retraining AutoML models automatically.mp4 2.4 MB
~Get Your Files Here !/04 - 3. AutoML for Image Data/07 - Challenge Multi-class classification.mp4 1.8 MB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/04-automl-for-text-data/data/ag-news/test.csv 1.7 MB
~Get Your Files Here !/01 - Introduction/02 - What you should know before you start.mp4 1.7 MB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/02-automl-for-tabular-data/data/Test.csv 865.2 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/04-automl-for-text-data/data/ag-news/sample_train.csv 588.5 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/data/train_data.csv 344.6 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/02-automl-for-tabular-data/data/SampleSubmission.csv 160.1 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/data/test_data.csv 140.9 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/01_04e1.ipynb 134.5 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/01_04b1.ipynb 134.2 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/01_03e.ipynb 133.8 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/01_02e.ipynb 101.9 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/01_03b.ipynb 72.9 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/01_02b.ipynb 70.4 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/01_01e.ipynb 67.4 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/02-automl-for-tabular-data/02_02e.ipynb 58.9 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/02-automl-for-tabular-data/02_05.ipynb 58.3 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/02-automl-for-tabular-data/02_03e.ipynb 41.3 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_7.png 37.1 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_47.png 36.6 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_78.png 36.0 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_36.png 35.5 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/val/blouse/African_Blouse_128.png 35.0 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_70.png 34.1 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/skirt_and_blouse/Skirt and Blouse_83.png 33.7 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_22.png 33.1 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_65.png 33.0 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/val/blouse/African_Blouse_71.png 32.3 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/02-automl-for-tabular-data/02_01e.ipynb 31.9 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_41.png 31.6 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_11.png 31.0 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_48.png 30.8 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_61.png 30.6 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_48.png 30.5 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/val/blouse/African_Blouse_118.png 30.1 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_9.png 29.8 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_45.png 29.8 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_9.png 29.6 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_50.png 29.0 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/val/wrapper_and_blouse/Wrapper and Blouse_49.png 28.6 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_66.png 28.5 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/val/blouse/African_Blouse_108.png 28.4 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_64.png 28.3 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_5.png 28.2 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/data/SampleSubmission.csv 28.2 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/val/blouse/African_Blouse_156.png 28.1 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/skirt_and_blouse/Skirt and Blouse_54.png 28.0 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/val/blouse/African_Blouse_154.png 27.9 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_54.png 27.7 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_15.png 27.7 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/skirt_and_blouse/Skirt and Blouse_28.png 27.6 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_2.png 27.5 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/val/wrapper_and_blouse/Wrapper and Blouse_19.png 27.4 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_18.png 27.3 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_129.png 27.3 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_103.png 27.1 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_10.png 26.8 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_200.png 26.8 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_46.png 26.3 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_95.png 26.1 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/gele/blouse/African_Blouse_67.png 25.6 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/wrapper_and_blouse/Wrapper and Blouse_89.png 25.5 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/val/wrapper_and_blouse/Wrapper and Blouse_96.png 25.4 KB
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~Get Your Files Here !/03 - 2. AutoML for Tabular Data/05 - Solution Flight delay prediction.srt 6.8 KB
~Get Your Files Here !/05 - 4. AutoML for Text Data/06 - Solution Multi-class text classification.srt 6.8 KB
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~Get Your Files Here !/05 - 4. AutoML for Text Data/02 - Introducing HugginFace AutoTrain.srt 6.5 KB
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~Get Your Files Here !/04 - 3. AutoML for Image Data/03 - Uploading and labeling images.srt 6.4 KB
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~Get Your Files Here !/03 - 2. AutoML for Tabular Data/01 - Introducing AutoGluon.srt 5.5 KB
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~Get Your Files Here !/04 - 3. AutoML for Image Data/06 - Working with code Tradeoffs.srt 5.4 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/04-automl-for-text-data/04_06.ipynb 5.1 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/skirt_and_blouse/Skirt and Blouse_132.png 5.1 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/skirt_and_blouse/Skirt and Blouse_142.png 4.9 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/skirt_and_blouse/Skirt and Blouse_178.png 4.9 KB
~Get Your Files Here !/05 - 4. AutoML for Text Data/03 - Formatting and uploading your data for your task.srt 4.8 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/skirt_and_blouse/Skirt and Blouse_2.png 4.8 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/buba_and_trouser/Buba and Trouser_184.png 4.7 KB
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~Get Your Files Here !/04 - 3. AutoML for Image Data/09 - Cleaning up your resources.srt 4.6 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/data/AFRIFASHION1600/train/skirt_and_blouse/Skirt and Blouse_196.png 4.6 KB
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~Get Your Files Here !/02 - 1. Building Machine Learning Models/04 - Making predictions about new data.srt 4.2 KB
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~Get Your Files Here !/05 - 4. AutoML for Text Data/01 - NLP How do you handle text data.srt 3.6 KB
~Get Your Files Here !/02 - 1. Building Machine Learning Models/05 - AutoML tools Why use them.srt 3.6 KB
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~Get Your Files Here !/06 - Conclusion/01 - Other AutoML tools Retraining AutoML models automatically.srt 2.9 KB
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~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/01_04b2.ipynb 1.9 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know before you start.srt 1.7 KB
~Get Your Files Here !/03 - 2. AutoML for Tabular Data/04 - Challenge Flight delay prediction.srt 1.7 KB
~Get Your Files Here !/05 - 4. AutoML for Text Data/05 - Challenge Multi-class text classification.srt 1.6 KB
~Get Your Files Here !/01 - Introduction/01 - Apply machine learning to problems.srt 1.5 KB
~Get Your Files Here !/04 - 3. AutoML for Image Data/07 - Challenge Multi-class classification.srt 1.3 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/02-automl-for-tabular-data/02_01b.ipynb 1.3 KB
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/data/VariableDescription.csv 959 bytes
~Get Your Files Here !/Bonus Resources.txt 386 bytes
Get Bonus Downloads Here.url 179 bytes
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/02-automl-for-tabular-data/data/README.md 173 bytes
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/data/README.md 171 bytes
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/04-automl-for-text-data/data/swahili-news/README.md 119 bytes
~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/04-automl-for-text-data/data/ag-news/README.md 116 bytes

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