Providing skills on systems, methods, and technologies for extraction, cleaning, analyzing and integrating and management of unstructured data.
Curriculum
teacher profile teaching materials
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)
Programme
Data extractionData cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Core Documentation
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)
Reference Bibliography
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)Attendance
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.Type of evaluation
Discussion on projects teacher profile teaching materials
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)
Programme
Data extractionData cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Core Documentation
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)
Reference Bibliography
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)Attendance
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.Type of evaluation
Discussion on projects teacher profile teaching materials
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)
Programme
Data extractionData cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Core Documentation
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)
Reference Bibliography
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)Attendance
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.Type of evaluation
Discussion on projects teacher profile teaching materials
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)
Programme
Data extractionData cleaning
Data integration
Towards data semantics and word embeddings
Explainable AI
Core Documentation
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)
Reference Bibliography
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)Attendance
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.Type of evaluation
Discussion on projects