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Word embedding
Deep learning GLOVE Image analysis Image captioning Image processing Neural networks Transfer learning NLP Natural Language Processing
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    Workflow
    Distances on Word Embeddings
    Word embedding Word2Vec Neural network
    +3
    Here we use word embedding instead of hot encoding, using a Word2Vec Learner node. The hidden layer size is set to 10, therefore …
    knime > Examples > 08_Other_Analytics_Types > 01_Text_Processing > 21_Word_Embedding_Distance
    3
    knime
  2. Go to item
    Workflow
    01_caption_preprocessing
    Image processing Image analysis Image captioning
    +5
    In this workflow we look-up a GLOVE embedding vector (https://nlp.stanford.edu/projects/glove/) for each word in our caption voca…
    bwilhelm > Public > DL_Workshop > ImageCaptioning > 03_create_glove_vector_dictionary
    0
    bwilhelm
  3. Go to item
    Workflow
    01_caption_preprocessing
    Image processing Image analysis Image captioning
    +5
    In this workflow we create image feature vectors for each image in the training data using a pretrained InceptionV3 (https://arxi…
    bwilhelm > Public > DL_Workshop > ImageCaptioning > 02_calculate_InceptionV3_features
    0
    bwilhelm
  4. Go to item
    Workflow
    01_caption_preprocessing
    Image processing Image analysis Image captioning
    +5
    In the last workflow of this series, we predict the captions of the images in our test sample. This can be done using a similar i…
    bwilhelm > Public > DL_Workshop > ImageCaptioning > 05_inference
    0
    bwilhelm
  5. Go to item
    Workflow
    01_caption_preprocessing
    Image processing Image analysis Image captioning
    +5
    In this workflow we create image feature vectors for each image in the training data using a pretrained InceptionV3 (https://arxi…
    davek > Public > DL_Workshop_ImgAna_2020 > ImageCaptioning > 02_calculate_InceptionV3_features
    0
    davek
  6. Go to item
    Workflow
    01_caption_preprocessing
    Image processing Image analysis Image captioning
    +5
    After we cleaned the training captions and pre-calculated image-/word- features, the caption network can be trained. In this exam…
    bwilhelm > Public > DL_Workshop > ImageCaptioning > 04_train_model
    0
    bwilhelm
  7. Go to item
    Workflow
    01_caption_preprocessing
    Image processing Image analysis Image captioning
    +5
    In the last workflow of this series, we predict the captions of the images in our test sample. This can be done using a similar i…
    davek > Public > DL_Workshop_ImgAna_2020 > ImageCaptioning > 05_inference
    0
    davek
  8. Go to item
    Workflow
    01_caption_preprocessing
    Image processing Image analysis Image captioning
    +5
    After we cleaned the training captions and pre-calculated image-/word- features, the caption network can be trained. In this exam…
    davek > Public > DL_Workshop_ImgAna_2020 > ImageCaptioning > 04_train_model
    0
    davek
  9. Go to item
    Workflow
    01_caption_preprocessing
    Image processing Image analysis Image captioning
    +5
    In this workflow we use simple textprocessing techniques to reduce the complexity of the captions used for training. This will li…
    bwilhelm > Public > DL_Workshop > ImageCaptioning > 01_caption_preprocessing
    0
    bwilhelm
  10. Go to item
    Workflow
    01_caption_preprocessing
    Image processing Image analysis Image captioning
    +5
    In this workflow we look-up a GLOVE embedding vector (https://nlp.stanford.edu/projects/glove/) for each word in our caption voca…
    davek > Public > DL_Workshop_ImgAna_2020 > ImageCaptioning > 03_create_glove_vector_dictionary
    0
    davek
  11. Go to item
    Workflow
    01_caption_preprocessing
    Image processing Image analysis Image captioning
    +5
    In this workflow we use simple textprocessing techniques to reduce the complexity of the captions used for training. This will li…
    davek > Public > DL_Workshop_ImgAna_2020 > ImageCaptioning > 01_caption_preprocessing
    0
    davek

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