Versions Compared

Version Old Version 5 New Version Current
Changes made by

Ivet Mitova

Ivet Mitova

Saved on

Key

  • This line was added.
  • This line was removed.
  • Formatting was changed.

...

Appanvil karma designer
summary How can I use Symanto Brain in my software?

...

We currently offer Symanto Brain via API.

...

titleIs it possible to adapt the classification labels to my use case?

What is a pattern? Yes, that’s one of the most powerful aspects of Symanto Brain - you can freely define the categories or labels, and the engine will immediately create new models that aim at classifying the text into one (or more) of these labels.

...

What is

...

The pattern provides a context of the classification task to the engine. Often used patterns include “This person talks about {}”, “This person feels {}” or simply “{}”. The engine then predicts which label fits the best into the {} bracket for the input text.

A pattern can be freely defined, though some patterns tend to work better

...

the difference between Zero- and Few-shot? Few-shot learning aims for ML models to predict the correct class of instances when a small number of examples are available in the training dataset. Zero-shot learning aims to predict the correct class without being exposed to any instances belonging to that class in the training dataset. Is it possible to adapt the classification labels to my use case? Yes, that’s one of the most powerful aspects of Symanto Brain - you can freely define the categories or labels, and the engine will immediately create new models that aim at classifying the text into one (or more) of these labels. What is multi-label?

...

When multi-label is disabled, the labels are mutually exclusive. Sentiment analysis belongs in this case (the sentiment of a text is either positive or negative or neutral). The predicted probabilities of all labels will sum up to 1.

...

When multi-label is enabled, every label is treated as a different classification task. The topic analysis is an example (a text can be related to multiple topics).

...

page{"id":"YRgyGnpz14djrVlQf9TyZ","name":"page","children":[{"id":"PwDhR2cSNefsyMPxHpIvj","params":{"background":"#ffffff","padding":0,"gap":30},"children":[{"id":"uS1bssaZ422gMAPetBEfq","name":"row","children":[{"id":"tEeoKGMeGQ5XXch6xsW8m","name":"column","children":[{"name":"icon","params":{"icon":"question","size":16,"color":"#3390f9","shape":"circular","alignment":"start","background":"#3390f91a"},"children":[],"id":"zQJyl3vu1dgM_fLi9jLQs"},{"name":"text","params":{"value":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"text":"How can I use Symanto Brain in my software?","letterSpacing":0,"fontWeight":600,"fontSize":22,"color":"#3a3a3a"}],"align":"left"}]}]},"children":[],"id":"nh8s5dhLMeGtwzhP616bK"},{"name":"text","params":{"value":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"text":"We currently offer Symanto Brain via API.","letterSpacing":0,"fontWeight":300,"color":"#3a3a3a","fontSize":16}],"align":"left"}]}]}]},"children":[],"id":"_V2lcZYXuMtbkfNN5BOGE"},{"name":"divider","params":{"color":"#e4e4e4","alignment":"start","fontSize":24,"fontColor":"#000000","height":1,"borderStyle":"solid"},"children":[],"id":"GZWcF7I_ka9h7lFkfMkUA"},{"name":"icon","params":{"icon":"question","size":16,"color":"#3390f9","shape":"circular","alignment":"start","background":"#3390f91a"},"children":[],"id":"3TlkqnEjKS4TtrdEZIRi0"},{"name":"text","params":{"value":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"text":"What is a pattern?","letterSpacing":0,"fontWeight":600,"fontSize":22,"color":"#3a3a3a"}],"align":"left"}]}]},"children":[],"id":"cOGnhAuJl1_Wj4p7OU_As"},{"name":"text","params":{"value":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"type":"paragraph","align":"left","children":[{"letterSpacing":0,"fontWeight":300,"color":"#3a3a3a","fontSize":16,"text":"Yes, that’s one of the most powerful aspects of Symanto Brain - you can freely define the categories or labels, and the engine will immediately create new models that aim at classifying the text into one (or more) of these labels."}]}]}]}]}]}]},"children":[],"id":"oim1tXVG0bsVd2umRbWz7"},{"name":"divider","params":{"color":"#e4e4e4","alignment":"start","fontSize":24,"fontColor":"#000000","height":1,"borderStyle":"solid"},"children":[],"id":"F1wFT2ZYG8Kd1hWXxmzep"},{"name":"icon","params":{"icon":"question","size":16,"color":"#3390f9","shape":"circular","alignment":"start","background":"#3390f91a"},"children":[],"id":"bnfivCRNKmSRcCq6zVOnT"},{"name":"text","params":{"value":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"text":"What is the difference between Zero- and Few-shot?

...

","letterSpacing":0,"fontWeight":600,"fontSize":22,"color":"#3a3a3a"}],"align":"left"}]}]},"children":[],"id":"213x7sRaLpBU8E02gDBhc"},{"name":"text","params":{"value":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"type":"paragraph","align":"left","children":[{"letterSpacing":0,"fontWeight":300,"color":"#3a3a3a","fontSize":16,"text":"Few-shot learning aims for ML models to predict the correct class of instances when a small number of examples are available in the training dataset. Zero-shot learning aims to predict the correct class without being exposed to any instances belonging to that class in the training dataset

...

."}]}]}]}]},"children":[],"id":"KE32D58tay6weoWD7JSKR"}],"params":{"borderRadius":{"all":0,"btl":0,"bbl":0,"btr":0,"bbr":0,"isIndividualCorners":false},"padding":0,"gap":20,"verticalAlignment":"top"}},{"id":"RpDEvAsHIgvlskv3tLe3s","name":"column","children":[{"name":"icon","params":{"icon":"question","size":16,"color":"#3390f9","shape":"circular","alignment":"start","background":"#3390f91a"},"children":[],"id":"kUpAKAn_6PQkA7xyTPT5A"},{"name":"text","params":{"value":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"text":"Is it possible to adapt the classification labels to my use case?","letterSpacing":0,"fontWeight":600,"fontSize":22,"color":"#3a3a3a"}],"align":"left"}]}]},"children":[],"id":"ehGNk_U27ZGvWPcwxuHgV"},{"name":"text","params":{"value":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"type":"paragraph","align":"left","children":[{"letterSpacing":0,"fontWeight":300,"color":"#3a3a3a","fontSize":16,"text":"Yes, that’s one of the most powerful aspects of Symanto Brain - you can freely define the categories or labels, and the engine will immediately create new models that aim at classifying the text into one (or more) of these labels."}]}]}]}]},"children":[],"id":"9h9yrbp0Gdc2zixvaFioQ"},{"name":"divider","params":{"color":"#e4e4e4","alignment":"start","fontSize":24,"fontColor":"#000000","height":1,"borderStyle":"solid"},"children":[],"id":"UIB2jBarlmyB1KOIJfCcw"},{"name":"icon","params":{"icon":"question","size":16,"color":"#3390f9","shape":"circular","alignment":"start","background":"#3390f91a"},"children":[],"id":"PW8bWc6sAMXo6PLyQY7DP"},{"name":"text","params":{"value":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"text":"What is multi-label?","letterSpacing":0,"fontWeight":600,"fontSize":22,"color":"#3a3a3a"}],"align":"left"}]}]},"children":[],"id":"2QNqi3Mvj_oOLaLQMq532"},{"name":"text","params":{"value":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"type":"paragraph","children":[{"text":"When multi-label is disabled, the labels are mutually exclusive. Sentiment analysis belongs in this case (the sentiment of a text is either positive or negative or neutral). The predicted probabilities of all labels will sum up to 1.","letterSpacing":0,"fontWeight":300,"color":"#3a3a3a","fontSize":16}],"align":"left"},{"type":"paragraph","align":"left","children":[{"letterSpacing":0,"fontWeight":300,"color":"#3a3a3a","fontSize":16,"text":""}]},{"type":"paragraph","align":"left","children":[{"letterSpacing":0,"fontWeight":300,"color":"#3a3a3a","fontSize":16,"text":"When multi-label is enabled, every label is treated as a different classification task. The topic analysis is an example (a text can be related to multiple topics)."}]}]}]}]},"children":[],"id":"d3aR_AeaOlZemdSbaplcm"},{"name":"divider","params":{"color":"#e4e4e4","alignment":"start","fontSize":24,"fontColor":"#000000","height":1,"borderStyle":"solid"},"children":[],"id":"ULRQ1D_Kh-828Y7skhI3h"}],"params":{"borderRadius":{"all":0,"btl":0,"bbl":0,"btr":0,"bbr":0,"isIndividualCorners":false},"padding":0,"gap":20,"verticalAlignment":"top"}},{"id":"NqGj6LG6EA6R7kMTjRkKY","name":"column","children":[],"params":{"borderRadius":{"all":0,"btl":0,"bbl":0,"btr":0,"bbr":0,"isIndividualCorners":false},"padding":0,"gap":20,"verticalAlignment":"top"}},{"id":"vH05wBEyHyvPy6pPSDumX","name":"column","children":[],"params":{"borderRadius":{"all":0,"btl":0,"bbl":0,"btr":0,"bbr":0,"isIndividualCorners":false},"padding":0,"gap":20,"verticalAlignment":"top"}},{"id":"ZO59UMNKO4h96HHbvQ_Ac","name":"column","children":[],"params":{"borderRadius":{"all":0,"btl":0,"bbl":0,"btr":0,"bbr":0,"isIndividualCorners":false},"padding":0,"gap":20,"verticalAlignment":"top"}},{"id":"uL8M-AOvxPe5FfVKLJ3t0","name":"column","children":[],"params":{"borderRadius":{"all":0,"btl":0,"bbl":0,"btr":0,"bbr":0,"isIndividualCorners":false},"padding":0,"gap":20,"verticalAlignment":"top"}}],"params":{"layout":[1,1],"gap":35,"minHeight":200,"padding":10,"borderRadius":0}}],"name":"section"}]}