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Udemy - Automated Machine Learning With AutoGluon Library In Python
TORRENT SUMMARY
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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.
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FILE LIST
Filename
Size
~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
