Tutorials ========= Image Prediction ---------------- .. container:: cards .. card:: :title: Dataset Preparation for Image Predictor :link: image_prediction/dataset.html Quick dataset preparation guide for image prediction. .. card:: :title: Quick Start Using FIT :link: image_prediction/beginner.html 5 min tutorial on classifying images. .. card:: :title: Customized Search and HPO :link: image_prediction/hpo.html Hyperparameter tuning to improve image classification accuracy. .. card:: :title: Use Your Own Dataset :link: image_prediction/kaggle.html Example use of AutoGluon for image classification competition on Kaggle. Object Detection ---------------- .. container:: cards .. card:: :title: Dataset Preparation for Object Detector :link: object_detection/dataset.html Quick dataset preparation guide for object detection. .. card:: :title: Quick Start Using FIT :link: object_detection/beginner.html 5 min tutorial on detecting objects in images. Tabular Prediction ------------------ .. container:: cards .. card:: :title: Quick Start Tutorial :link: tabular_prediction/tabular-quickstart.html 5 min tutorial on fitting models with tabular datasets. .. card:: :title: In-depth FIT Tutorial :link: tabular_prediction/tabular-indepth.html In-depth tutorial on controlling various aspects of model fitting. .. card:: :title: Kaggle Tutorial :link: tabular_prediction/tabular-kaggle.html Using AutoGluon for Kaggle competitions with tabular data. .. card:: :title: Data Tables Containing Image, Text, and Tabular :link: tabular_prediction/tabular-multimodal.html Modeling data tables with image, text, numeric, and categorical features. .. card:: :title: Data Tables Containing Text :link: tabular_prediction/tabular-multimodal-text-others.html Modeling data tables with text and numeric/categorical features. .. card:: :title: Multi-Label Prediction :link: tabular_prediction/tabular-multilabel.html How to predict multiple columns in a data table. .. card:: :title: Adding a Custom Model :link: tabular_prediction/tabular-custom-model.html How to add a custom model to AutoGluon. .. card:: :title: Adding a Custom Metric :link: tabular_prediction/tabular-custom-metric.html How to add a custom metric to AutoGluon. .. card:: :title: FAQ :link: tabular_prediction/tabular-faq.html Frequently asked questions about AutoGluon-Tabular. Text Prediction --------------- .. container:: cards .. card:: :title: Quick Start Tutorial :link: text_prediction/beginner.html 5 min tutorial on fitting prediction models with text in the dataset. .. card:: :title: Text Prediction for Multimodal Tables with Text :link: text_prediction/multimodal_text.html Learning how AutoGluon Text can be used to train model for multimodal data table with text. .. card:: :title: Customize Search Space and HPO :link: text_prediction/customization.html In-depth tutorial on learning how to customize the search space and try different HPO algorithms. Tune Custom Models -------------------- .. container:: cards .. card:: :title: Search Space and Decorator :link: course/core.html AutoGluon's Core API for search spaces and searchable objects used to tune any training function's argument-values. .. card:: :title: Search Algorithms :link: course/algorithm.html Use AutoGluon's search algorithms to tune arbitrary models/training-scripts. .. card:: :title: Distributed Search Tutorial :link: course/distributed.html Easily distribute AutoGluon tuning across multiple machines. .. card:: :title: Tune a Multi-Layer Perceptron :link: course/mlp.html Complete example of how to use AutoGluon and its state-of-the-art schedulers and model-based searchers to tune a MLP. .. card:: :title: Fair Bayesian Optimization :link: course/fairbo.html Example of how to use constrained Bayesian Optimization in AutoGluon to tune ML models under fairness constraints. Neural Architecture Search -------------------------- .. container:: cards .. card:: :title: Reinforcement Learning :link: nas/rl_searcher.html Comparing search via Reinforcement Learning against Random search. .. card:: :title: Efficient NAS on Target Hardware :link: nas/enas_proxylessnas.html Efficient Neural Architecture Search for low latency model on target hardware. .. toctree:: :maxdepth: 2 :hidden: course/index image_prediction/index object_detection/index text_prediction/index tabular_prediction/index customize/index nas/index