Gerard de Melo's Teaching

University Courses

Introduction to Data Science Undergraduate Course, Rutgers University, Spring 2020 Massive Data Storage and Retrieval Graduate Course, Rutgers University, Fall 2019 Massive Data Storage and Retrieval Graduate Course, Rutgers University, Fall 2018 Introduction to Data Science Undergraduate Course, Rutgers University, Spring 2018 Massive Data Storage, Retrieval, and Deep Learning Graduate Course, Rutgers University, Fall 2017 Big Data Analytics and Text Mining Graduate Course, Rutgers University, Spring 2017 Introduction to Data Science Undergraduate Course (with Christoph Schommer), IIIS, Tsinghua University, 2016 Big Data Analytics Undergraduate Course, IIIS, Tsinghua University, 2016 Introduction to Computer Science Undergraduate Course, IIIS, Tsinghua University, 2015/16 Introduction to Data Science Undergraduate Course (with Christoph Schommer), IIIS, Tsinghua University, 2015 Semantic Technologies Graduate Course, IIIS, Tsinghua University, 2015 Speech Science, Technology and Innovative Applications Undergraduate Course (co-taught with Tan Lee, Pak-chung Ching, Ken Ma, Helen Meng, William S.-Y. Wang), IIIS, Tsinghua University, 2015 Introduction to Computer Science Undergraduate Course, IIIS, Tsinghua University, 2014/15

Tutorials and Lectures

• Neural Vector Representations Beyond Words: Sentence And Document Embeddings
  Tutorial at AAAI 2019, Honolulu, 2019 (Website with slides)

• Multilingual Vector Representations of Words, Sentences, and Documents
  Tutorial at IJCNLP 2017, Taipei, 2017
  Please email me to obtain a copy of the slides!

• Common Sense for Machine Intelligence: Text to Knowledge and Knowledge to Text
  Tutorial (with Niket Tandon, Aparna Varde) at CIKM 2017, Singapore, 2017 (Slides 1, Slides 2, Slides 3)

• Big Data + Deep Learning for Natural Language
  Guest Lecture in Rutgers CS 442/674 Data Storytelling course, Fall 2017

• Multilingual FrameNet
  Tutorial (co-taught with Collin Baker, Miriam Petruck et al.) at LREC 2016, Slovenia, 2016

• Academics in Germany
  Lecture, Tsinghua University, 2016

• Information Extraction and Knowledge Integration
  Course at 12th EUROLAN Summer School (Invited Professor), Lucian Blaga University of Sibiu, Romania, 2015

• Scalable Learning Technologies for Big Data Mining
  Tutorial (co-taught with Aparna Varde) at DASFAA 2015, 2015 (Slides, including Deep Learning and Learning Representations)

• Big Data
  Guest lecturer in 'Big Data' course, IIIS, Tsinghua University/Microsoft Research Asia, 2014

• Linked Data and the Semantic Web
  Tutorial (co-taught with Katja Hose) at American University of Beirut, March 2014

• Introduction to Data Mining
  Guest lecture at IIIS, Tsinghua University, 2013

• Semantic Resources for Natural Language Processing
  Tutorial at The Long Now Foundation's PanLex project, July 2013

• Searching the Web of Data
  Tutorial (co-taught with Katja Hose) at ECIR 2013 (Slides)

• Exploiting Web Data Sources for Advanced NLP
  Tutorial at COLING 2012

• Text Mining and Natural Language Processing
  1-Week Course (co-taught with Valeria de Paiva) at Fundação Getúlio Vargas, November 2011

• Information Retrieval and Data Mining
  Teaching Assistant, Saarland University, Winter 2007/08

Advising

• PhD Advisor for several students, see Deep Data Lab

Further Information