diff --git a/docs/source/reference/audio_classification.rst b/docs/source/reference/audio_classification.rst index 482c6c9d2d..cb7620143c 100644 --- a/docs/source/reference/audio_classification.rst +++ b/docs/source/reference/audio_classification.rst @@ -1,7 +1,7 @@ .. customcarditem:: :header: Audio Classification :card_description: Learn to classify audio spectrogram images with Flash and build an example classifier for the UrbanSound8k data set. - :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/audio_classification.jpg + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/audio_classification.svg :tags: Audio,Classification .. _audio_classification: diff --git a/docs/source/reference/graph_classification.rst b/docs/source/reference/graph_classification.rst index e0b6548b05..b1b4e29fae 100644 --- a/docs/source/reference/graph_classification.rst +++ b/docs/source/reference/graph_classification.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Graph Classification :card_description: Learn to classify graphs with Flash and build an example classifier for the KKI data set. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/graph_classification.svg :tags: Graph,Classification .. _graph_classification: diff --git a/docs/source/reference/image_classification.rst b/docs/source/reference/image_classification.rst index 8562f8ebcf..93e2983a4e 100644 --- a/docs/source/reference/image_classification.rst +++ b/docs/source/reference/image_classification.rst @@ -1,7 +1,7 @@ .. customcarditem:: :header: Image Classification :card_description: Learn to classify images with Flash and build an example Ants / Bees classifier. - :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/image_classification.jpg + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/image_classification.svg :tags: Image,Classification .. _image_classification: diff --git a/docs/source/reference/image_classification_multi_label.rst b/docs/source/reference/image_classification_multi_label.rst index 2151823fbf..0fa5884946 100644 --- a/docs/source/reference/image_classification_multi_label.rst +++ b/docs/source/reference/image_classification_multi_label.rst @@ -1,7 +1,7 @@ .. customcarditem:: :header: Multi-label Image Classification :card_description: Learn to classify images in a multi-label setting with Flash and build an example classifier which predicts genres from movie posters. - :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/image_classification_multi_label.jpg + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/multi_label_image_classification.svg :tags: Image,Multi-label,Classification .. _image_classification_multi_label: diff --git a/docs/source/reference/image_embedder.rst b/docs/source/reference/image_embedder.rst index a738ea7f91..2a0af9ed4f 100644 --- a/docs/source/reference/image_embedder.rst +++ b/docs/source/reference/image_embedder.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Image Embedder :card_description: Learn to generate embeddings from images with Flash. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/image_embedder.svg :tags: Image,Embedding .. _image_embedder: diff --git a/docs/source/reference/instance_segmentation.rst b/docs/source/reference/instance_segmentation.rst index 5a05d45014..1a0f81503f 100644 --- a/docs/source/reference/instance_segmentation.rst +++ b/docs/source/reference/instance_segmentation.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Instance Segmentation :card_description: Learn to segment objects in images with Flash and build a model for segmenting images of pets. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/instance_segmentation.svg :tags: Image,Segmentation,Detection .. _instance_segmentation: diff --git a/docs/source/reference/keypoint_detection.rst b/docs/source/reference/keypoint_detection.rst index 6ce0610d0e..53cd0e9035 100644 --- a/docs/source/reference/keypoint_detection.rst +++ b/docs/source/reference/keypoint_detection.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Keypoint Detection :card_description: Learn to detect keypoints in images with Flash and build a network to detect facial keypoints with the BIWI data set. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/keypoint_detection.svg :tags: Image,Keypoint,Detection .. _keypoint_detection: diff --git a/docs/source/reference/object_detection.rst b/docs/source/reference/object_detection.rst index 6db6b85272..e82a234c16 100644 --- a/docs/source/reference/object_detection.rst +++ b/docs/source/reference/object_detection.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Object Detection :card_description: Learn to detect objects in images with Flash and build an example detector with the COCO data set. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/object_detection.svg :tags: Image,Detection .. _object_detection: diff --git a/docs/source/reference/pointcloud_object_detection.rst b/docs/source/reference/pointcloud_object_detection.rst index 94cb6327d5..0bdccf0ee5 100644 --- a/docs/source/reference/pointcloud_object_detection.rst +++ b/docs/source/reference/pointcloud_object_detection.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Point Cloud Object Detection :card_description: Learn to detect objects in point clouds with Flash and build an example detector with the KITTI data set. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/point_cloud_object_detection.svg :tags: Point-Cloud,Detection .. _pointcloud_object_detection: diff --git a/docs/source/reference/pointcloud_segmentation.rst b/docs/source/reference/pointcloud_segmentation.rst index f02aeb6cbc..28a0c31623 100644 --- a/docs/source/reference/pointcloud_segmentation.rst +++ b/docs/source/reference/pointcloud_segmentation.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Point Cloud Segmentation :card_description: Learn to segment objects in point clouds with Flash and build an example network with the KITTI data set. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/point_cloud_segmentation.svg :tags: Point-Cloud,Segmentation .. _pointcloud_segmentation: diff --git a/docs/source/reference/question_answering.rst b/docs/source/reference/question_answering.rst index 3030840b82..b264b83823 100644 --- a/docs/source/reference/question_answering.rst +++ b/docs/source/reference/question_answering.rst @@ -1,3 +1,9 @@ +.. customcarditem:: + :header: Extractive Question Answering + :card_description: Learn to answer questions pertaining to some known textual context. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/default.svg + :tags: NLP,Text + .. _question_answering: ################## diff --git a/docs/source/reference/semantic_segmentation.rst b/docs/source/reference/semantic_segmentation.rst index 1131ca55ed..c88c67c8f8 100644 --- a/docs/source/reference/semantic_segmentation.rst +++ b/docs/source/reference/semantic_segmentation.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Semantic Segmentation :card_description: Learn to segment images with Flash and build a model which segments images from the CARLA driving simulator. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/semantic_segmentation.svg :tags: Image,Segmentation .. _semantic_segmentation: diff --git a/docs/source/reference/speech_recognition.rst b/docs/source/reference/speech_recognition.rst index 35677f3a01..56ec4be145 100644 --- a/docs/source/reference/speech_recognition.rst +++ b/docs/source/reference/speech_recognition.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Speech Recognition :card_description: Learn to recognize speech Flash (speech-to-text) and train a model on the TIMIT corpus. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/speech_recognition.svg :tags: Audio,Speech-Recognition,NLP .. _speech_recognition: diff --git a/docs/source/reference/style_transfer.rst b/docs/source/reference/style_transfer.rst index fae2a4d22a..15f23c337e 100644 --- a/docs/source/reference/style_transfer.rst +++ b/docs/source/reference/style_transfer.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Style Transfer :card_description: Learn about image style transfer with Flash and build an example which transfers style from The Starry Night to images from the COCO data set. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/style_transfer.svg :tags: Image,Style-Transfer .. _style_transfer: diff --git a/docs/source/reference/summarization.rst b/docs/source/reference/summarization.rst index ed4cb3bbf0..e402957f75 100644 --- a/docs/source/reference/summarization.rst +++ b/docs/source/reference/summarization.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Summarization :card_description: Learn to summarize long passages of text with Flash and build an example model with the XSUM data set. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/summarization.svg :tags: Text,Summarization,NLP .. _summarization: diff --git a/docs/source/reference/tabular_classification.rst b/docs/source/reference/tabular_classification.rst index eb33db82fc..b85939ce83 100644 --- a/docs/source/reference/tabular_classification.rst +++ b/docs/source/reference/tabular_classification.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Tabular Classification :card_description: Learn to classify tabular records with Flash and build an example model to predict survival rates on the Titanic. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/tabular_classification.svg :tags: Tabular,Classification .. _tabular_classification: diff --git a/docs/source/reference/text_classification.rst b/docs/source/reference/text_classification.rst index e2142819b3..53f947b47a 100644 --- a/docs/source/reference/text_classification.rst +++ b/docs/source/reference/text_classification.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Text Classification :card_description: Learn to classify text with Flash and build an example sentiment analyser for IMDB reviews. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/text_classification.svg :tags: Text,Classification,NLP .. _text_classification: diff --git a/docs/source/reference/text_classification_multi_label.rst b/docs/source/reference/text_classification_multi_label.rst index 468d2b4f7d..0ef245ceab 100644 --- a/docs/source/reference/text_classification_multi_label.rst +++ b/docs/source/reference/text_classification_multi_label.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Multi-label Text Classification :card_description: Learn to classify text in a multi-label setting with Flash and build an example comment toxicity classifier. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/multi_label_text_classification.svg :tags: Text,Multi-label,Classification,NLP .. _text_classification_multi_label: diff --git a/docs/source/reference/translation.rst b/docs/source/reference/translation.rst index bc37ad67eb..9b0c67c802 100644 --- a/docs/source/reference/translation.rst +++ b/docs/source/reference/translation.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Translation :card_description: Learn to translate text with Flash and build an example model which translates from English to Romanian. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/translation.svg :tags: Text,Translation,NLP .. _translation: diff --git a/docs/source/reference/video_classification.rst b/docs/source/reference/video_classification.rst index 0e1145cc28..bbcb15ad84 100644 --- a/docs/source/reference/video_classification.rst +++ b/docs/source/reference/video_classification.rst @@ -1,6 +1,7 @@ .. customcarditem:: :header: Video Classification :card_description: Learn to classify videos with Flash and build an example action classifier. + :image: https://pl-flash-data.s3.amazonaws.com/assets/thumbnails/video_classification.svg :tags: Video,Classification .. _video_classification: