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.


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.

Cloud Training and Deployment
-----------------------------
.. container:: cards

   .. card::
      :title: Cloud Training with AWS SageMaker
      :link: cloud_fit_deploy/cloud-aws-sagemaker-training.html

      A tutorial on fitting an AutoGluon model using AWS SageMaker.


   .. card::
      :title: Deploying AutoGluon Models with AWS SageMaker
      :link: cloud_fit_deploy/cloud-aws-sagemaker-deployment.html

      A tutorial on how to deploy trained models using AWS SageMaker and Deep Learning Containers.


   .. card::
      :title: Deploying AutoGluon models with serverless templates
      :link: cloud_fit_deploy/cloud-aws-lambda-deployment.html

      A tutorial on how to deploy trained models using AWS Lambda.


.. toctree::
   :maxdepth: 2
   :hidden:

   image_prediction/index
   object_detection/index
   text_prediction/index
   tabular_prediction/index
   customize/index