January 2018
Beginner to intermediate
284 pages
8h 35m
English
Content preview from Deep Learning Essentials
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Alignment
Alignment refers to identifying relations between elements from two or more different modalities. The Application examples include image caption alignment, video description alignment, language-gesture co-reference, and lip reading. The following figure shows an example of image caption alignment:
Example of alignment from Andrej Karpathy's paper Deep Fragment Embeddings for Bidirectional Image Sentence Mapping
Some known challenges are:
- Long-range dependencies
- Ambiguous segmentation
- Limited annotated datasets with explicit alignments
- One-to-many relationships
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.