.. _tutorial:

Tutorial
===============

.. warning::
   The following codes are demos only. It's **NOT for production** due to system security concerns,
   please **DO NOT** use it directly in production.

We hope you enjoy these toturials from SecretFlow developers.

.. toctree::
   :maxdepth: 1
   :caption: IO
   
   FedDataFrameDataLoader
   FedNdarrayDataLoader
   CustomDataLoaderTF
   CustomDataLoaderTorch
   CustomDataLoaderOnSL

.. toctree::
   :maxdepth: 1
   :caption: DataFrame

   data_preprocessing_with_data_frame

.. toctree::
   :maxdepth: 1
   :caption: WOE

   WeightOfEvidenceEncoding

.. toctree::
   :maxdepth: 1
   :caption: SPU

   spu_basics
   lr_with_spu
   nn_with_spu
   gpt2_with_spu
   numpy_with_spu
   gpt2_with_puma

.. toctree::
   :maxdepth: 1
   :caption: TEEU

   teeu
   teeu_xgboost

.. toctree::
   :maxdepth: 1
   :caption: PSI

   PSI_On_SPU

.. toctree::
   :maxdepth: 1
   :caption: Federated Learning

   Federate_Learning_for_Image_Classification
   Federated_Learning_with_Pytorch_backend
   Federated_Xgboost
   SecureBoost
   Split_Learning_for_bank_marketing
   split_learning_gnn
   mix_lr
   sl_rec_deepfm
   Pytorch-finetune-alexnet
   tensorflow-finetune-inception-v3
   /user_guide/federated_learning/vertical_federated_learning/SplitRec/effectiveness/sl_rec_deepfm
   /user_guide/federated_learning/vertical_federated_learning/SplitRec/effectiveness/BST_TF
   /user_guide/federated_learning/vertical_federated_learning/SplitRec/effectiveness/BST_Torch
   /user_guide/federated_learning/vertical_federated_learning/SplitRec/effectiveness/mmoe_tf
   /user_guide/federated_learning/vertical_federated_learning/SplitRec/efficiency/sl_compressor
   /user_guide/federated_learning/vertical_federated_learning/SplitRec/efficiency/sl_pipeline
   /user_guide/federated_learning/vertical_federated_learning/SplitRec/security/feature_inference_attack
   /user_guide/federated_learning/vertical_federated_learning/SplitRec/security/label_inference_attack

.. toctree::
   :maxdepth: 1
   :caption: 场景方案

   risk_control_scenario

.. toctree::
   :maxdepth: 1
   :caption: 培训资料
   
   practical_case_walkthrough_using_sf_with_spu


.. toctree::
   :maxdepth: 1
   :caption: Miscellaneous

   GPU_check