DeepPavlov
An open source library for deep learning end-to-end dialog systems and chatbots.
APACHE-2.0 License
Ecosystems:
Tensorflow
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DeepPavlov
- DeepPavlov 0.0.4 (pre-alpha)
Published by seliverstov over 6 years ago
- Open Domain QnA skill for Russian & English
- SQuAD model for Russian
- Single unified model for NER and simple slot filler
- 10 new models for intent classification
- New component for GO bot connection to SQL database
- New event handler for training customisation
- New
predictcommand - Many bug fixes and minor improvements
DeepPavlov
- DeepPavlov 0.0.3 (pre-alpha)
Published by seliverstov over 6 years ago
- Seq2Seq goal-oriented bot skill
- Ranking model
- SQuAD model
- 20 classes NER model
- Multithreading version of
spacy_tokenizerfor huge datasets - Out of the box REST API for all models
- Simplified data handling for csv/json classification dataset
- Collection of commonly used layers for TF models
- Many bug fixes and minor improvements
DeepPavlov
- DeepPavlov 0.0.2 (pre-alpha)
Published by seliverstov over 6 years ago
-
chainerfor train/inference pipeline building instead of "Mother" model - New abstractions:
Component,Estimator,NNModel - New config structure
- Bug fixes and minor improvements
DeepPavlov
- DeepPavlov 0.0.1 (pre-alpha)
Published by my-master over 6 years ago
- JSON config
- "Mother" models
- TFModel and Keras model abstract classes
- Pre-trained speller
- Pre-trained NER / slot filler
- Pre-trained goal-oriented chatbot
- Pre-trained intent classifier
- Pre-trained embeddings for the Russian language
- Training and inferring from command line
- Telegram UI
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