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Udemy - Automated Machine Learning with AutoGluon Library in Python

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2.1 GB

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Other

Added

04/17/23 at 9:45pm GMT+1

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Verified by VeriPLUS

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794e79e5f97a0ae980dbcf24f748e264af451f3a

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Description

[ DevCourseWeb.com ] Automated Machine Learning with AutoGluon Library in Python

If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com

Published 4/2023

Created by Jose Portilla

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English | Duration: 31 Lectures ( 4h 51m ) | Size: 2 GB

Discover how to easily automate entire machine learning pipelines with the extremely powerful Autogluon library from AWS

What you'll learn

Understand the basics of the Autogluon Python library and its capabilities for automating machine learning tasks.

Learn how to install and set up the Autogluon Python library in your local environment.

Develop skills in data preparation and cleaning processes that are critical for successful machine learning outcomes using Autogluon.

Discover best practices for selecting and configuring machine learning models to achieve optimal results with minimal effort.

Explore how to use Autogluon to create high-accuracy models for image classification tasks, including object detection, segmentation, and classification.

Understand how to use Autogluon to perform natural language processing (NLP) tasks such as sentiment analysis.

Learn how to train and deploy time series models using Autogluon to make accurate predictions for future events or trends.

Gain hands-on experience in using Autogluon to analyze tabular data and build predictive models for business applications and financial forecasting.

Requirements

Some Python experience required.

Previous machine learning experience helpful, but no required.

If You Need More Stuff, kindly Visit and Support Us -->> https://CourseWikia.com

Get More Tutorials and Support Us -->> https://FreeCourseWeb.com

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...

File list

Udemy - Automated Machine Learning with AutoGluon Library in Python
~Get Your Files Here !/1. Course Overview and Introduction/1. Course Downloads and Files.html 1.3 KB
~Get Your Files Here !/1. Course Overview and Introduction/2. Course Welcome.mp4 12.4 MB
~Get Your Files Here !/1. Course Overview and Introduction/3. Course Curriculum Overview.mp4 45.2 MB
~Get Your Files Here !/1. Course Overview and Introduction/4. AutoGluon Overview.mp4 40.6 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/1. Introduction to Tabular Data Section.mp4 19.1 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/10. OPTIONAL Regression Metrics.mp4 43.4 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/11. AutoGluon Fit Parameters Inference Constraints and Manual Hyperparameters.mp4 148.3 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/12. Advanced AutoGluon Presets and Deployment.mp4 75.3 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/13. Advanced AutoGluon Custom Feature Engineering Pipeline.mp4 65.5 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/2. OPTIONAL Supervised Learning Overview.mp4 96 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/3. AutoGluon Classification Part One Data and Split.mp4 98.5 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/4. AutoGluon Classification Part Two Training the Model.mp4 153.3 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/5. OPTIONAL Train Test Splits and Cross-Validation.mp4 38.4 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/6. AutoGluon Classification Part Three Validation.mp4 90.8 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/7. AutoGluon Classification Part Four Interpretability.mp4 92 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/8. OPTIONAL Classification Metrics.mp4 96.5 MB
~Get Your Files Here !/2. Tabular Data - Classification and Regression/9. AutoGluon Regression Data, Split, Training, and Validation.mp4 106.9 MB
~Get Your Files Here !/3. Multi-Modal Datasets/1. Introduction to Multi-Modal Data Problems.mp4 39.1 MB
~Get Your Files Here !/3. Multi-Modal Datasets/2. Optional Download Trained Book Rating Prediction Model Here.html 325 B
~Get Your Files Here !/3. Multi-Modal Datasets/3. Natural Language - MultiClass Problem - Part One.mp4 89.7 MB
~Get Your Files Here !/3. Multi-Modal Datasets/4. Natural Language - MultiClass Problem - Part Two.mp4 42.1 MB
~Get Your Files Here !/3. Multi-Modal Datasets/5. Optional Download Trained Sentiment Analysis Model.html 584 B
~Get Your Files Here !/3. Multi-Modal Datasets/6. MultiModalPredictor on Binary Class with Natural Language Text.mp4 123.4 MB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/learner.pkl 2.2 MB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/metadata.json 8.3 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/CatBoost/model.pkl 5.1 MB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/LightGBM/model.pkl 4.4 MB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/LightGBMLarge/model.pkl 38.5 MB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/LightGBMXT/model.pkl 7.3 MB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/NeuralNetTorch/model.pkl 605.5 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/trainer.pkl 271.2 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/WeightedEnsemble_L2/model.pkl 8.5 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/WeightedEnsemble_L2/utils/model_template.pkl 986 B
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/WeightedEnsemble_L2/utils/oof.pkl 20 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/XGBoost/model.pkl 616 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/models/XGBoost/xgb.ubj 6.9 MB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/predictor.pkl 387 B
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/SummaryOfModels.html 9 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/utils/attr/CatBoost/y_pred_proba_val.pkl 18.9 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/utils/attr/LightGBM/y_pred_proba_val.pkl 18.9 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/utils/attr/LightGBMLarge/y_pred_proba_val.pkl 18.9 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/utils/attr/LightGBMXT/y_pred_proba_val.pkl 18.9 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/utils/attr/NeuralNetTorch/y_pred_proba_val.pkl 18.9 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/utils/attr/XGBoost/y_pred_proba_val.pkl 18.9 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/utils/data/X.pkl 115.2 MB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/utils/data/X_val.pkl 12.9 MB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/utils/data/y.pkl 144.1 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/utils/data/y_val.pkl 16.6 KB
~Get Your Files Here !/3. Multi-Modal Datasets/book_rating/__version__ 5 B
~Get Your Files Here !/4. Time Series Forecasting/1. Introduction to Time Series.mp4 10.7 MB
~Get Your Files Here !/4. Time Series Forecasting/2. Overview of Time Series in AutoGluon.mp4 57.6 MB
~Get Your Files Here !/4. Time Series Forecasting/3. Single Variate Time Series Forecasting in AutoGluon - Part One.mp4 71 MB
~Get Your Files Here !/4. Time Series Forecasting/4. Single Variate Time Series Forecasting in AutoGluon - Part Two.mp4 71 MB
~Get Your Files Here !/4. Time Series Forecasting/5. Single Variate Time Series Forecasting in AutoGluon - Part Three.mp4 62.6 MB
~Get Your Files Here !/4. Time Series Forecasting/6. Known Covariate Time Series Forecasting in AutoGluon - Part One.mp4 114.6 MB
~Get Your Files Here !/4. Time Series Forecasting/7. Known Covariate Time Series Forecasting in AutoGluon - Part Two.mp4 34.8 MB
~Get Your Files Here !/4. Time Series Forecasting/8. Past Covariate Time Series Forecasting.mp4 49 MB
~Get Your Files Here !/Bonus Resources.txt 386 B

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