This release adds two new backends, YAKE and SVC. The YAKE backend is a wrapper around the YAKE library, which performs lexical unsupervised keyword extraction. There is no need for training data. See the YAKE wiki page for more information. In future Annif releases, it would be possible to extend YAKE support so that it can be used to suggest new terms for a vocabulary (the keywords that are not found in the vocabulary). The SVC backend implements Linear Support Vector Classification. It is well suited for multiclass (but not multilabel) classification, for example classifying documents with the Dewey Decimal Classification or the 20 Newsgroups classification. It requires relatively little training data, and is suitable for classifications...
This release brings improvements to command line functionality and many robustness enhancements. The...
This release adds a new --jobs parameter for the annif train command, which allows easy control of t...
This bugfix release fixes a problem with the Maui backend that was introduced by the parameter overr...
This release includes a new omikuji backend to support tree-based extreme multilabel classification ...
This release includes improvements in training by reducing memory usage and adds the --cached option...
This patch release fixes a bug which prevented training the SVC backend on fulltext corpus
This patch release includes the following changes: #506 Fix NN ensemble training and learning on on...
This release includes a new STWFSA backend which is a wrapper around STWFSAPY, a lexical algorithm b...
This release brings support for running Annif within a Docker container, online API documentation pu...
New in this release: #230 / #249 / #252 / #253 / #254 / #256 New vw_multi backend based on the Vowp...
This release includes a new trainable ensemble backend based on a neural network (nn_ensemble) and s...
This release changes the Python version requirement to 3.6+ and drops the usage of Pipenv in develop...
This release includes a new language filtering feature. This input-transform filters out sentences o...
This release includes a new MLLM backend which is a Python implementation of the Maui-like Lexical M...
This release brings a major upgrade of the fastText library, switching from the old fasttextmirror p...
This release brings improvements to command line functionality and many robustness enhancements. The...
This release adds a new --jobs parameter for the annif train command, which allows easy control of t...
This bugfix release fixes a problem with the Maui backend that was introduced by the parameter overr...
This release includes a new omikuji backend to support tree-based extreme multilabel classification ...
This release includes improvements in training by reducing memory usage and adds the --cached option...
This patch release fixes a bug which prevented training the SVC backend on fulltext corpus
This patch release includes the following changes: #506 Fix NN ensemble training and learning on on...
This release includes a new STWFSA backend which is a wrapper around STWFSAPY, a lexical algorithm b...
This release brings support for running Annif within a Docker container, online API documentation pu...
New in this release: #230 / #249 / #252 / #253 / #254 / #256 New vw_multi backend based on the Vowp...
This release includes a new trainable ensemble backend based on a neural network (nn_ensemble) and s...
This release changes the Python version requirement to 3.6+ and drops the usage of Pipenv in develop...
This release includes a new language filtering feature. This input-transform filters out sentences o...
This release includes a new MLLM backend which is a Python implementation of the Maui-like Lexical M...
This release brings a major upgrade of the fastText library, switching from the old fasttextmirror p...
This release brings improvements to command line functionality and many robustness enhancements. The...
This release adds a new --jobs parameter for the annif train command, which allows easy control of t...
This bugfix release fixes a problem with the Maui backend that was introduced by the parameter overr...