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

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

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[ FreeCourseWeb.com ] AutoML: Build Production-Ready Models Quickly!



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Published 11/2022

Duration: 1h 38m | Video: 1280x720 30fps | Audio: AAC, 48 kHz, 2ch | Size: 348 MB

Genre: eLearning | Language: English



All across the world, businesses are turning to machine learning to solve highly complex problems. As a result, knowing how to build ML models has become a sought-after technical skill. In this course, instructor Akintunde Oluwatobiloba Oladipo shows you how to build production-ready machine learning models quickly and easily, without making errors, using automation to optimize your workflows.



Learn the essentials of how and why machine learning has become such an indispensable tool for leaders and teams. Find out more about how to use AutoML tools to meet business-critical objectives and boost your productivity. Akintunde pulls examples for working with tabular, image, and text data sets. Test out your new skills along the way with hands-on practice challenges at the end of each section. By the end of this course, you’ll be prepared to set bigger and bolder business objectives, using AutoML modeling tools as your analytic guide.



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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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  • [ CoursePig.com ] USC.EDU - AutoML - Build Production-Ready Models Quickly!
  • ~Get Your Files Here !/01 - Introduction/01 - Apply machine learning to problems.mp4 5.6 MB
  • ~Get Your Files Here !/01 - Introduction/01 - Apply machine learning to problems.srt 1.5 KB
  • ~Get Your Files Here !/01 - Introduction/02 - What you should know before you start.mp4 1.7 MB
  • ~Get Your Files Here !/01 - Introduction/02 - What you should know before you start.srt 1.7 KB
  • ~Get Your Files Here !/02 - 1. Building Machine Learning Models/01 - Collecting, understanding, and preparing data.mp4 15.2 MB
  • ~Get Your Files Here !/02 - 1. Building Machine Learning Models/01 - Collecting, understanding, and preparing data.srt 7.6 KB
  • ~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 !/02 - 1. Building Machine Learning Models/02 - Choosing the right model for your data.srt 7 KB
  • ~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/03 - Optimizing parameters and evaluating trained models.srt 8.4 KB
  • ~Get Your Files Here !/02 - 1. Building Machine Learning Models/04 - Making predictions about new data.mp4 8.7 MB
  • ~Get Your Files Here !/02 - 1. Building Machine Learning Models/04 - Making predictions about new data.srt 4.2 KB
  • ~Get Your Files Here !/02 - 1. Building Machine Learning Models/05 - AutoML tools Why use them.mp4 4.8 MB
  • ~Get Your Files Here !/02 - 1. Building Machine Learning Models/05 - AutoML tools Why use them.srt 3.6 KB
  • ~Get Your Files Here !/03 - 2. AutoML for Tabular Data/01 - Introducing AutoGluon.mp4 11.4 MB
  • ~Get Your Files Here !/03 - 2. AutoML for Tabular Data/01 - Introducing AutoGluon.srt 5.5 KB
  • ~Get Your Files Here !/03 - 2. AutoML for Tabular Data/02 - Training your first AutoGluon model.mp4 19.9 MB
  • ~Get Your Files Here !/03 - 2. AutoML for Tabular Data/02 - Training your first AutoGluon model.srt 9.1 KB
  • ~Get Your Files Here !/03 - 2. AutoML for Tabular Data/03 - Improving your AutoGluon model.mp4 24.2 MB
  • ~Get Your Files Here !/03 - 2. AutoML for Tabular Data/03 - Improving your AutoGluon model.srt 12.5 KB
  • ~Get Your Files Here !/03 - 2. AutoML for Tabular Data/04 - Challenge Flight delay prediction.mp4 4.1 MB
  • ~Get Your Files Here !/03 - 2. AutoML for Tabular Data/04 - Challenge Flight delay prediction.srt 1.7 KB
  • ~Get Your Files Here !/03 - 2. AutoML for Tabular Data/05 - Solution Flight delay prediction.mp4 18.8 MB
  • ~Get Your Files Here !/03 - 2. AutoML for Tabular Data/05 - Solution Flight delay prediction.srt 6.8 KB
  • ~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 !/04 - 3. AutoML for Image Data/01 - Computer vision How do you handle image data.srt 7.4 KB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/02 - Introducing Azure Custom Vision.mp4 11 MB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/02 - Introducing Azure Custom Vision.srt 8.1 KB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/03 - Uploading and labeling images.mp4 14 MB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/03 - Uploading and labeling images.srt 6.4 KB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/04 - Training and validating your model.mp4 13.9 MB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/04 - Training and validating your model.srt 10.5 KB
  • ~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/05 - Using your model.srt 7 KB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/06 - Working with code Tradeoffs.mp4 12 MB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/06 - Working with code Tradeoffs.srt 5.4 KB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/07 - Challenge Multi-class classification.mp4 1.8 MB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/07 - Challenge Multi-class classification.srt 1.3 KB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/08 - Solution Multi-class classification.mp4 12.7 MB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/08 - Solution Multi-class classification.srt 7.4 KB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/09 - Cleaning up your resources.mp4 6.8 MB
  • ~Get Your Files Here !/04 - 3. AutoML for Image Data/09 - Cleaning up your resources.srt 4.6 KB
  • ~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 !/05 - 4. AutoML for Text Data/01 - NLP How do you handle text data.srt 3.6 KB
  • ~Get Your Files Here !/05 - 4. AutoML for Text Data/02 - Introducing HugginFace AutoTrain.mp4 18.9 MB
  • ~Get Your Files Here !/05 - 4. AutoML for Text Data/02 - Introducing HugginFace AutoTrain.srt 6.5 KB
  • ~Get Your Files Here !/05 - 4. AutoML for Text Data/03 - Formatting and uploading your data for your task.mp4 8 MB
  • ~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 !/05 - 4. AutoML for Text Data/04 - Training your AutoNLP model and making predictions.mp4 22.6 MB
  • ~Get Your Files Here !/05 - 4. AutoML for Text Data/04 - Training your AutoNLP model and making predictions.srt 12.9 KB
  • ~Get Your Files Here !/05 - 4. AutoML for Text Data/05 - Challenge Multi-class text classification.mp4 2.6 MB
  • ~Get Your Files Here !/05 - 4. AutoML for Text Data/05 - Challenge Multi-class text classification.srt 1.6 KB
  • ~Get Your Files Here !/05 - 4. AutoML for Text Data/06 - Solution Multi-class text classification.mp4 12 MB
  • ~Get Your Files Here !/05 - 4. AutoML for Text Data/06 - Solution Multi-class text classification.srt 6.8 KB
  • ~Get Your Files Here !/06 - Conclusion/01 - Other AutoML tools Retraining AutoML models automatically.mp4 2.4 MB
  • ~Get Your Files Here !/06 - Conclusion/01 - Other AutoML tools Retraining AutoML models automatically.srt 2.9 KB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B
  • ~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/01_01b.ipynb 20.1 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/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_02e.ipynb 101.9 KB
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  • ~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/01_03e.ipynb 133.8 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_04b2.ipynb 1.9 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_04e2.ipynb 2.4 KB
  • ~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/data/README.md 171 B
  • ~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/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/data/train_data.csv 344.6 KB
  • ~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/01-machine-learning-recap/data/VariableDescription.csv 959 B
  • ~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/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/02-automl-for-tabular-data/02_02b.ipynb 8 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_03b.ipynb 20.9 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/02-automl-for-tabular-data/02_04.ipynb 4.7 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/data/README.md 173 B
  • ~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/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/02-automl-for-tabular-data/data/Train.csv 10.5 MB
  • ~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/03_05.ipynb 2 KB
  • ~Get Your Files Here !/Ex_Files_AutoML_Build_Production_Ready_Models_Quickly/Exercise Files/03-automl-for-image-data/03_06.py 3.1 KB
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