Add thumbnails to card items

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:

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:

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:

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:

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:

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:

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:

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:

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:

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:

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:
 
 ##################

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:

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:

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:

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:

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:

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:

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:

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:

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: