diff --git a/framework/docs/source/tutorial-quickstart-fastai.rst b/framework/docs/source/tutorial-quickstart-fastai.rst index d52c570b0195..0973a102ebea 100644 --- a/framework/docs/source/tutorial-quickstart-fastai.rst +++ b/framework/docs/source/tutorial-quickstart-fastai.rst @@ -1,3 +1,7 @@ +:og:description: Learn how to train a SqueezeNet model on MNIST using federated learning with Flower and fastai in this step-by-step tutorial. +.. meta:: + :description: Learn how to train a SqueezeNet model on MNIST using federated learning with Flower and fastai in this step-by-step tutorial. + .. _quickstart-fastai: Quickstart fastai diff --git a/framework/docs/source/tutorial-quickstart-huggingface.rst b/framework/docs/source/tutorial-quickstart-huggingface.rst index 3c9d3981e587..2d44e2bcc157 100644 --- a/framework/docs/source/tutorial-quickstart-huggingface.rst +++ b/framework/docs/source/tutorial-quickstart-huggingface.rst @@ -1,3 +1,7 @@ +:og:description: Learn how to train a large language model on the IMDB dataset using federated learning with Flower and 🤗 Hugging Face in this step-by-step tutorial. +.. meta:: + :description: Learn how to train a large language model on the IMDB dataset using federated learning with Flower and 🤗 Hugging Face in this step-by-step tutorial. + .. _quickstart-huggingface: Quickstart 🤗 Transformers @@ -398,6 +402,3 @@ for an LLM. .. _quickstart_hf_link: https://github.com/adap/flower/tree/main/examples/quickstart-huggingface .. _serverappcomponents: ref-api/flwr.server.ServerAppComponents.html#serverappcomponents - -.. meta:: - :description: Check out this Federating Learning quickstart tutorial for using Flower with 🤗 HuggingFace Transformers in order to fine-tune an LLM. diff --git a/framework/docs/source/tutorial-quickstart-jax.rst b/framework/docs/source/tutorial-quickstart-jax.rst index 833270d5636f..f4b2837fe133 100644 --- a/framework/docs/source/tutorial-quickstart-jax.rst +++ b/framework/docs/source/tutorial-quickstart-jax.rst @@ -1,3 +1,7 @@ +:og:description: Learn how to train a linear regression using federated learning with Flower and JAX in this step-by-step tutorial. +.. meta:: + :description: Learn how to train a linear regression using federated learning with Flower and JAX in this step-by-step tutorial. + .. _quickstart-jax: Quickstart JAX diff --git a/framework/docs/source/tutorial-quickstart-mlx.rst b/framework/docs/source/tutorial-quickstart-mlx.rst index 40e870ddc822..abe8e78c4e43 100644 --- a/framework/docs/source/tutorial-quickstart-mlx.rst +++ b/framework/docs/source/tutorial-quickstart-mlx.rst @@ -1,3 +1,7 @@ +:og:description: Learn how to train an MLP on MNIST using federated learning with Flower and MLX in this step-by-step tutorial. +.. meta:: + :description: Learn how to train an MLP on MNIST using federated learning with Flower and MLX in this step-by-step tutorial. + .. _quickstart-mlx: Quickstart MLX diff --git a/framework/docs/source/tutorial-quickstart-pytorch-lightning.rst b/framework/docs/source/tutorial-quickstart-pytorch-lightning.rst index 089865a2969d..131a283d5200 100644 --- a/framework/docs/source/tutorial-quickstart-pytorch-lightning.rst +++ b/framework/docs/source/tutorial-quickstart-pytorch-lightning.rst @@ -1,3 +1,7 @@ +:og:description: Learn how to train an autoencoder on MNIST using federated learning with Flower and PyTorch Lightning in this step-by-step tutorial. +.. meta:: + :description: Learn how to train an autoencoder on MNIST using federated learning with Flower and PyTorch Lightning in this step-by-step tutorial. + .. _quickstart-pytorch-lightning: Quickstart PyTorch Lightning diff --git a/framework/docs/source/tutorial-quickstart-pytorch.rst b/framework/docs/source/tutorial-quickstart-pytorch.rst index 6b99e378d086..653228953b58 100644 --- a/framework/docs/source/tutorial-quickstart-pytorch.rst +++ b/framework/docs/source/tutorial-quickstart-pytorch.rst @@ -1,3 +1,7 @@ +:og:description: Learn how to train a Convolutional Neural Network on CIFAR-10 using federated learning with Flower and PyTorch in this step-by-step tutorial. +.. meta:: + :description: Learn how to train a Convolutional Neural Network on CIFAR-10 using federated learning with Flower and PyTorch in this step-by-step tutorial. + .. _quickstart-pytorch: Quickstart PyTorch @@ -359,8 +363,5 @@ Video tutorial previously recommended APIs. A new video tutorial will be released that shows the new APIs (as the content above does) -.. meta:: - :description: Check out this Federated Learning quickstart tutorial for using Flower with PyTorch to train a CNN model on MNIST. - .. youtube:: jOmmuzMIQ4c :width: 100% diff --git a/framework/docs/source/tutorial-quickstart-scikitlearn.rst b/framework/docs/source/tutorial-quickstart-scikitlearn.rst index 6aea6b3d2d48..34879a9dcba6 100644 --- a/framework/docs/source/tutorial-quickstart-scikitlearn.rst +++ b/framework/docs/source/tutorial-quickstart-scikitlearn.rst @@ -1,3 +1,7 @@ +:og:description: Learn how to train a logistic regression on MNIST using federated learning with Flower and scikit-learn in this step-by-step tutorial. +.. meta:: + :description: Learn how to train a logistic regression on MNIST using federated learning with Flower and scikit-learn in this step-by-step tutorial. + .. _quickstart-scikitlearn: Quickstart scikit-learn diff --git a/framework/docs/source/tutorial-quickstart-tensorflow.rst b/framework/docs/source/tutorial-quickstart-tensorflow.rst index 66cf69de6390..6ba5dfacf8c6 100644 --- a/framework/docs/source/tutorial-quickstart-tensorflow.rst +++ b/framework/docs/source/tutorial-quickstart-tensorflow.rst @@ -1,3 +1,7 @@ +:og:description: Learn how to train a Convolutional Neural Network on CIFAR-10 using federated learning with Flower and TensorFlow in this step-by-step tutorial. +.. meta:: + :description: Learn how to train a Convolutional Neural Network on CIFAR-10 using federated learning with Flower and TensorFlow in this step-by-step tutorial. + .. _quickstart-tensorflow: Quickstart TensorFlow @@ -283,8 +287,5 @@ Video tutorial previously recommended APIs. A new video tutorial will be released that shows the new APIs (as the content above does) -.. meta:: - :description: Check out this Federated Learning quickstart tutorial for using Flower with TensorFlow to train a CNN model on CIFAR-10. - .. youtube:: FGTc2TQq7VM :width: 100% diff --git a/framework/docs/source/tutorial-quickstart-xgboost.rst b/framework/docs/source/tutorial-quickstart-xgboost.rst index 3373e87adc17..416311e39a88 100644 --- a/framework/docs/source/tutorial-quickstart-xgboost.rst +++ b/framework/docs/source/tutorial-quickstart-xgboost.rst @@ -1,3 +1,7 @@ +:og:description: Learn how to train a classification model on the Higgs dataset using federated learning with Flower and XGBoost in this step-by-step tutorial. +.. meta:: + :description: Learn how to train a classification model on the Higgs dataset using federated learning with Flower and XGBoost in this step-by-step tutorial. + .. _quickstart-xgboost: Quickstart XGBoost