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  01 - Introduction

   01 - Apply machine learning to problems.srt

   02 - What you should know before you start.srt

  02 - 1. Building Machine Learning Models

   01 - Collecting, understanding, and preparing data.srt

   02 - Choosing the right model for your data.srt

   03 - Optimizing parameters and evaluating trained models.srt

   04 - Making predictions about new data.srt

   05 - AutoML tools Why use them.srt

  03 - 2. AutoML for Tabular Data

   01 - Introducing AutoGluon.srt

   02 - Training your first AutoGluon model.srt

   03 - Improving your AutoGluon model.srt

   04 - Challenge Flight delay prediction.srt

   05 - Solution Flight delay prediction.srt

  04 - 3. AutoML for Image Data

   01 - Computer vision How do you handle image data.srt

   02 - Introducing Azure Custom Vision.srt

   03 - Uploading and labeling images.srt

   04 - Training and validating your model.srt

   05 - Using your model.srt

   06 - Working with code Tradeoffs.srt

   07 - Challenge Multi-class classification.srt

   08 - Solution Multi-class classification.srt

   09 - Cleaning up your resources.srt

  05 - 4. AutoML for Text Data

   01 - NLP How do you handle text data.srt

   02 - Introducing HugginFace AutoTrain.srt

   03 - Formatting and uploading your data for your task.srt

   04 - Training your AutoNLP model and making predictions.srt

   05 - Challenge Multi-class text classification.srt

   06 - Solution Multi-class text classification.srt

  06 - Conclusion

   01 - Other AutoML tools Retraining AutoML models automatically.srt

  Ex_Files_AutoML_Build_Production_Ready_Models_Quickly

   Exercise Files

    01-machine-learning-recap

     01_01e.ipynb

     01_02e.ipynb

     01_03e.ipynb

     01_04b2.ipynb

     01_04e2.ipynb

     data

      SampleSubmission.csv

      test_data.csv

    02-automl-for-tabular-data

     02_01e.ipynb

     02_02e.ipynb

     02_03e.ipynb

     02_05.ipynb

     data

      SampleSubmission.csv

      Train.csv

    03-automl-for-image-data

     03_06.py

     data

      AFRIFASHION1600

       train

        agbada

         Agbada_100.png

         Agbada_102.png

         Agbada_104.png

         Agbada_106.png

         Agbada_108.png

         Agbada_111.png

         Agbada_114.png

         Agbada_117.png

         Agbada_12.png

         Agbada_121.png

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         Agbada_127.png

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         Agbada_133.png

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         Agbada_14.png

         Agbada_141.png

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         Agbada_145.png

         Agbada_15.png

         Agbada_152.png

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         Agbada_163.png

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         Agbada_18.png

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         Agbada_186.png

         Agbada_19.png

         Agbada_192.png

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         Agbada_196.png

         Agbada_198.png

         Agbada_200.png

         Agbada_22.png

         Agbada_26.png

         Agbada_28.png

         Agbada_3.png

         Agbada_31.png

         Agbada_34.png

         Agbada_37.png

         Agbada_4.png

         Agbada_41.png

         Agbada_43.png

         Agbada_45.png

         Agbada_48.png

         Agbada_50.png

         Agbada_52.png

         Agbada_60.png

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         Agbada_65.png

         Agbada_70.png

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         Agbada_76.png

         Agbada_80.png

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         Agbada_88.png

         Agbada_90.png

         Agbada_92.png

         Agbada_94.png

         Agbada_97.png

        buba_and_trouser

         Buba and Trouser_10.png

         Buba and Trouser_103.png

         Buba and Trouser_107.png

         Buba and Trouser_109.png

         Buba and Trouser_111.png

         Buba and Trouser_113.png

         Buba and Trouser_115.png

         Buba and Trouser_118.png

         Buba and Trouser_12.png

         Buba and Trouser_121.png

         Buba and Trouser_124.png

         Buba and Trouser_128.png

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         Buba and Trouser_133.png

         Buba and Trouser_136.png

         Buba and Trouser_139.png

         Buba and Trouser_140.png

         Buba and Trouser_143.png

         Buba and Trouser_145.png

         Buba and Trouser_147.png

         Buba and Trouser_15.png

         Buba and Trouser_152.png

         Buba and Trouser_154.png

         Buba and Trouser_158.png

         Buba and Trouser_160.png

         Buba and Trouser_162.png

         Buba and Trouser_164.png

         Buba and Trouser_166.png

         Buba and Trouser_168.png

         Buba and Trouser_17.png

         Buba and Trouser_171.png

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         Buba and Trouser_177.png

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         Buba and Trouser_20.png

         Buba and Trouser_22.png

         Buba and Trouser_28.png

         Buba and Trouser_31.png

         Buba and Trouser_33.png

         Buba and Trouser_37.png

         Buba and Trouser_39.png

         Buba and Trouser_40.png

         Buba and Trouser_42.png

         Buba and Trouser_49.png

         Buba and Trouser_51.png

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         Buba and Trouser_57.png

         Buba and Trouser_61.png

         Buba and Trouser_64.png

         Buba and Trouser_67.png

         Buba and Trouser_7.png

         Buba and Trouser_71.png

         Buba and Trouser_74.png

         Buba and Trouser_77.png

         Buba and Trouser_8.png

         Buba and Trouser_81.png

         Buba and Trouser_84.png

         Buba and Trouser_89.png

         Buba and Trouser_90.png

         Buba and Trouser_92.png

         Buba and Trouser_94.png

         Buba and Trouser_99.png

        gele

         Gele_100.png

         Gele_104.png

         Gele_107.png

         Gele_109.png

         Gele_111.png

         Gele_113.png

         Gele_115.png

         Gele_117.png

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         Gele_128.png

         Gele_13.png

         Gele_131.png

         Gele_135.png

         Gele_14.png

         Gele_142.png

         Gele_145.png

         Gele_148.png

         Gele_15.png

         Gele_152.png

         Gele_154.png

         Gele_158.png

         Gele_16.png

         Gele_161.png

         Gele_164.png

         Gele_166.png

         Gele_169.png

         Gele_173.png

         Gele_177.png

         Gele_179.png

         Gele_181.png

         Gele_183.png

         Gele_185.png

         Gele_188.png

         Gele_19.png

         Gele_192.png

         Gele_199.png

         Gele_22.png

         Gele_25.png

         Gele_27.png

         Gele_3.png

         Gele_31.png

         Gele_35.png

         Gele_37.png

         Gele_39.png

         Gele_40.png

         Gele_42.png

         Gele_46.png

         Gele_49.png

         Gele_51.png

         Gele_54.png

         Gele_58.png

         Gele_6.png

         Gele_63.png

         Gele_65.png

         Gele_67.png

         Gele_69.png

         Gele_71.png

         Gele_74.png

         Gele_76.png

         Gele_78.png

         Gele_8.png

         Gele_81.png

         Gele_84.png

         Gele_87.png

         Gele_89.png

         Gele_90.png

         Gele_94.png

         Gele_97.png

         blouse

          African_Blouse_100.png

          African_Blouse_102.png

          African_Blouse_104.png

          African_Blouse_107.png

          African_Blouse_11.png

          African_Blouse_112.png

          African_Blouse_114.png

          African_Blouse_117.png

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          African_Blouse_127.png

          African_Blouse_13.png

          African_Blouse_131.png

          African_Blouse_135.png

          African_Blouse_137.png

          African_Blouse_139.png

          African_Blouse_140.png

          African_Blouse_145.png

          African_Blouse_148.png

          African_Blouse_151.png

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          African_Blouse_157.png

          African_Blouse_16.png

          African_Blouse_167.png

          African_Blouse_169.png

          African_Blouse_171.png

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          African_Blouse_177.png

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          African_Blouse_184.png

          African_Blouse_188.png

          African_Blouse_19.png

          African_Blouse_191.png

          African_Blouse_194.png

          African_Blouse_199.png

          African_Blouse_20.png

          African_Blouse_21.png

          African_Blouse_24.png

          African_Blouse_3.png

          African_Blouse_33.png

          African_Blouse_36.png

          African_Blouse_39.png

          African_Blouse_40.png

          African_Blouse_42.png

          African_Blouse_44.png

          African_Blouse_46.png

          African_Blouse_48.png

          African_Blouse_5.png

          African_Blouse_51.png

          African_Blouse_53.png

          African_Blouse_57.png

          African_Blouse_59.png

          African_Blouse_60.png