دوره تخصصی پردازش زبان طبیعی با پروژه عملی و رفع اشکالات روزانه فراگیران توسط اساتید حل تمرین در طول دوره.
سرفصلهای دوره:
NLP and Language Modeling
Probabilistic Language Models
Neural Networks and Neural Language Models
Word Representation
Sparse vs Dense Representation
Static Word Embeddings
From Word Representation to Doc Representatio
Text Preprocessing
Challenges in Persian Text Processing
Sequence Processing
Recurrent Neural Networks
Seq2Seq Models
Attention Mechanism
Transformers
Contextualized Representation
Transfer Learning
Pre-trained Model
Word Embedding with BERT
Properties of Human Conversation
Types of Chatbots
Rule-based Chatbots
Rule based Chatbots
Retrieval-based Chatbots
Lexical-based Text Similarity
Semantic Text Similarity
Generation-based Chatbots
Pretrained Generative Models
Frame-based Dialogue Systems
Evaluation of Chatbots
Further Improvements
Sum up and Future Directions
اطلاعات بیشتر و ثبتنام