Neural Networks for NLPCovers modern Neural Network approaches to NLP, focusing on word embeddings, Neural Networks for NLP tasks, and future Transfer Learning techniques.
Entity DisambiguationExplores entity disambiguation techniques, including NER, Viterbi algorithm, and GPT models, emphasizing prompt design and in-context learning.
Knowledge InferenceExplores knowledge inference, embedding techniques, and schema matching in data integration.
Keyphrase ExtractionCovers keyphrase extraction, a method to extract important phrases from text for document summarization, indexing, and search.
Handling Text: Document Retrieval, Classification, Sentiment AnalysisExplores document retrieval, classification, sentiment analysis, TF-IDF matrices, nearest-neighbor methods, matrix factorization, regularization, LDA, contextualized word vectors, and BERT.
