Discovering Research Ideas Using Semantic Vectors & Machine Learning • Mads Rydahl • GOTO 2016

This presentation was recorded at GOTO Copenhagen 2016 http://gotocph.com Mads Rydahl - Co-founder of Unsilo ABSTRACT UNSILO works with leading Scientific Publishers to enrich their content and improve discoverability across domains and disciplines. Our discovery tools capture trending ideas and novel concepts as they emerge, and they help researchers find articles that describe parallel research of similar ideas across different domains and disciplines. [...] TIMECODES 0:00 Introduction 0:36 UNSILO Mission 2:47 UNSILO Core Technology 3:25 Key Challenges 5:14 Full Text Search 5:49 Using Keywords and Ontologies 6:04 UNSILO Exhaustive Concept Extraction 6:40 UNSILO Complete Semantic Mapping 13:04 Phrase Extraction 19:11 Word Embeddings and Word2Vec 20:49 Ontology Augmented Vector-space 21:11 Synsets built from Vector Cosine Similarity 23:40 Human readable Fingerprints 25:23 UNSILO Discovery Widgets 29:23 Easier Content Exploration 31:18 Future Directions Download slides and read the full abstract here: https://gotocon.com/cph-2016/presentations/show_talk.jsp?oid=7747 RECOMMENDED BOOKS Holden Karau, Trevor Grant, Boris Lublinsky, Richard Liu & Ilan Filonenko • Kubeflow for Machine Learning • https://amzn.to/3JVngcx Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) • https://amzn.to/3AQmIRg Lakshmanan, Robinson & Munn • Machine Learning Design Patterns • https://amzn.to/2ZD7t0x Lakshmanan, Görner & Gillard • Practical Machine Learning for Computer Vision • https://amzn.to/3m9HNjP Aurélien Géron • Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow • https://amzn.to/2XZaQy8 https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.facebook.com/GOTOConferences #DataScience #ML #AI #deeplearning Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at https://gotopia.tech Sign up for updates and specials at https://gotopia.tech/newsletter SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1