Providing skills on systems, methods, and technologies for extraction, cleaning, analyzing and integrating and management of unstructured data.
Curriculum
scheda docente
materiale didattico
Data cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Xin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5
Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/)
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)
Programma
Data extractionData cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Testi Adottati
SlidesXin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5
Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/)
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)
Bibliografia Di Riferimento
Slides Xin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5 Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/) Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)Modalità Frequenza
Strongly recommended. Attending students must complete the projects assigned by the instructor in groups. Non-attending students must complete the projects assigned by the instructor independently.Modalità Valutazione
Discussion on projects
scheda docente
materiale didattico
Data cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Xin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5
Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/)
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)
Programma
Data extractionData cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Testi Adottati
SlidesXin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5
Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/)
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)
Bibliografia Di Riferimento
Slides Xin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5 Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/) Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)Modalità Frequenza
Strongly recommended. Attending students must complete the projects assigned by the instructor in groups. Non-attending students must complete the projects assigned by the instructor independently.Modalità Valutazione
Discussion on projects
scheda docente
materiale didattico
Data cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Xin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5
Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/)
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)
Programma
Data extractionData cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Testi Adottati
SlidesXin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5
Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/)
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)
Bibliografia Di Riferimento
Slides Xin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5 Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/) Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)Modalità Frequenza
Strongly recommended. Attending students must complete the projects assigned by the instructor in groups. Non-attending students must complete the projects assigned by the instructor independently.Modalità Valutazione
Discussion on projects
scheda docente
materiale didattico
Data cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Xin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5
Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/)
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)
Programma
Data extractionData cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Testi Adottati
SlidesXin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5
Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/)
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)
Bibliografia Di Riferimento
Slides Xin Luna Dong , Divesh Srivastava: Big Data Integration. Springer ISBN 978-3-031-00725-5 Dan Jurafsky and James H. Martin: Speech and Language Processing (https://web.stanford.edu/~jurafsky/slp3/) Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press (https://nlp.stanford.edu/IR-book/information-retrieval-book.html)Modalità Frequenza
Strongly recommended. Attending students must complete the projects assigned by the instructor in groups. Non-attending students must complete the projects assigned by the instructor independently.Modalità Valutazione
Discussion on projects