Use pip install autogluon.tabular to enable, or pip install “scikit-learn-intelex<2021.5” after a standard installation of AutoGluon.Īutogluon.vision - only functionality for computer vision (ImagePredictor, ObjectDetector)Īutogluon.text - only functionality for natural language processing (TextPredictor)Īre - only core functionality (Searcher/Scheduler) useful for hyperparameter tuning of arbitrary code/models.Īutogluon.features - only functionality for feature generation / feature preprocessing pipelines (primarily related to Tabular data). This will speedup KNN models by 25x in training and inference on CPU. To run autogluon.tabular with only the optional LightGBM and CatBoost models for example, you can do: pip install autogluon.tabularĮxperimental optional dependency: skex. Optional dependencies not included in all: vowpalwabbit. Install via pip install autogluon.tabular to get the same installation of tabular as via pip install autogluonĪvailable optional dependencies: lightgbm,catboost,xgboost,fastai. The default installation of autogluon.tabular standalone is a skeleton installation. autogluon.tabular - only functionality for tabular data (TabularPredictor).You can reduce the number of dependencies required by solely installing a specific sub-module via: python3 -m pip install, where may be one of the following options: # Note: GPU MXNet is not supported on Windows, so we don't install MXNet.ĪutoGluon is modularized into sub-modules specialized for tabular, text, or image data. Deploying AutoGluon models with serverless templates.Deploying AutoGluon Models with AWS SageMaker.Text Prediction - Customization and Hyperparameter Search.Text Prediction - Multimodal Table with Text.Object Detection - Prepare Dataset for Object Detector.Image Prediction - Search Space and Hyperparameter Optimization (HPO).Image Prediction - Properly load any image dataset as ImageDataset.Predicting Multiple Columns in a Table (Multi-Label Prediction).Multimodal Data Tables: Combining BERT/Transformers and Classical Tabular Models.
Multimodal Data Tables: Tabular, Text, and Image.How to use AutoGluon for Kaggle competitions.Predicting Columns in a Table - In Depth.Predicting Columns in a Table - Quick Start.
0 kommentar(er)
