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Debugging Machine Learning Pipelines

Raoni Lourenço, Juliana Freire, Dennis Shasha
2019 Proceedings of the 3rd International Workshop on Data Management for End-to-End Machine Learning - DEEM'19  
Machine learning tasks entail the use of complex computational pipelines to reach quantitative and qualitative conclusions.  ...  Our source code and experimental data will be available for reproducibility and enhancement.  ...  We thank the Data X-Ray authors and the Explanation Tables authors for sharing their code with  ... 
doi:10.1145/3329486.3329489 dblp:conf/sigmod/LourencoFS19 fatcat:vyqv76x2dbarnnmkpp44baf5sq

Using Word Embedding to Enable Semantic Queries in Relational Databases

Rajesh Bordawekar, Oded Shmueli
2017 Proceedings of the 1st Workshop on Data Management for End-to-End Machine Learning - DEEM'17  
The degree of disclosure may depend on the sensitivity of the information and the recipient's need to know, e.g., test results may be considered sensitive and should be only be openly disclosed to divisions  ...  Relations are texti ed and the text is used to build a Word Embedding (WE) model that captures the latent relationships between database tokens of various data types.  ...  This involves e cient texti cation and model learning with a variety of machine learning techniques. (2) When new tokens are introduced, for reasonably large databases, their vectors will have little in  ... 
doi:10.1145/3076246.3076251 dblp:conf/sigmod/BordawekarS17 fatcat:o2ljou52kzf4naminuaqduatga

2019-December_CFDE_AssessmentReport.pdf

C. Titus Brown, Amanda Charbonneau, Owen White
2020 Figshare  
December 2019 Assessment Report for the Common Fund Data Ecosystem.See also our previous reports, in references.  ...  between MoTrPAC and Metabolomics. ○ Ideas for workshop topics: ■ Materials development/brainstorming workshop around data integration with other data types. ■ Bring your own data and learn how to intersect  ...  NIH Institutes don't have a specific line item for data science, data management or informatics, and so money often ends up being used for the science, at the expense of the data.  ... 
doi:10.6084/m9.figshare.11592936 fatcat:rjmvkz4ixfdnfnyfrig54as4v4

Mid-year summary 2019

Jordi Bodera Sempere, Andrew Götz
2019 Zenodo  
As such, this document and the ones that follow on months 18, 30 and 42 will complement the four instances of annual workshop reports (months 12, 24, 36 and 48) to provide a regular update on the project  ...  , its management and comparing its current status with what was planned.  ...  A first workshop for WP4 is arranged for 25 to 27 June 2019 at European XFEL.  ... 
doi:10.5281/zenodo.5887702 fatcat:hflbgwelxrcxrac5xkcie6ocaq

ISC2 2019 Program

2019 2019 IEEE International Smart Cities Conference (ISC2)  
Hassan II Casablanca, Morocco) Room: Agate 1 The 1st IEEE African Workshop on Smart Sustainable Cities and Communities (IEEE ASC2'2019) promotes Smart city concepts and applications developed for cities  ...  The main goal of the workshop is to gather researchers from these areas together to foster the collaboration among such interdisciplinary areas and to spark discussion on open topics related to blockchain  ...  In particular, we will elaborate on some challenges with the marriage, for example, how to protect data privacy, how to achieve efficiency for learning, how blockchain helps in addressing typical attacks  ... 
doi:10.1109/isc246665.2019.9071792 fatcat:dpcsc22qbjfrhdjkhz226rjr3e

The MineRL 2019 Competition on Sample Efficient Reinforcement Learning using Human Priors [article]

William H. Guss, Cayden Codel, Katja Hofmann, Brandon Houghton, Noboru Kuno, Stephanie Milani, Sharada Mohanty, Diego Perez Liebana, Ruslan Salakhutdinov, Nicholay Topin, Manuela Veloso, Phillip Wang
2021 arXiv   pre-print
At the end of each round, competitors will submit containerized versions of their learning algorithms and they will then be trained/evaluated from scratch on a hold-out dataset-environment pair for a total  ...  To facilitate research in this direction, we introduce the MineRL Competition on Sample Efficient Reinforcement Learning using Human Priors.  ...  Workshop on the competition with approximately 250 seats. We will reserve spots for guest speakers, organizers, Round 2 participants, and Round 1 participants attending NeurIPS.  ... 
arXiv:1904.10079v3 fatcat:n3xfk2fyfnhe7l5oafdmccfbza

2019 PhD Research Journal Summary [article]

Alexander Hayes
2019 Figshare  
' BWC derived video data, the researcher began working with Leo Gaggl from Brightcookie on an Open Learning Management (OLM) or Open Learning Relationship Manager (OLRM) system using open source software  ...  You will be working with front line staff in research institutions to support data sharing, data connections and data management.  ... 
doi:10.6084/m9.figshare.8142182.v2 fatcat:2sqgdma4m5htbhdsb4nxz367ni

Critical Care Canada Forum 2019 Abstracts

2019 Canadian Journal of Anesthesia  
Objectives: 1) Revise workshop curricula in response to 2018 participant feedback; 2) Evaluate participants' 2019 workshop ratings; 3) Sustain high overall workshop rating from 2018; 4) Identify future  ...  Recruitment and Step 1 data collection will take place between August 2019 to January 2020.  ...  Patients were monitored for delirium on the ICU and ward for up to 30 days of their stay. Results: The capture rate of rSO2 data was 82.7%.  ... 
doi:10.1007/s12630-019-01552-z pmid:31823192 fatcat:zhwc2yi455be5mlbjv4kdhuu2y

Volume 64.1 (2019)

2019 American Studies  
Nicas 2019). The people targeted were given $5 gift cards for Starbucks in exchange for 3D scans of their faces (Fussell 2019), but were not given information about how the data would be used.  ...  "Descartes and Thinking Machines." 2019. TS. Szondi, Peter. Theorie des modernen Dramas. Frankfurt a.  ...  Junior E-Mails regarding books for review should be submitted to our review editors via reviews@dgfa.de.  ... 
doi:10.33675/amst/2019/1/1 fatcat:addjjjnrunc35gytlclm7nhvqy

Parameters Winter 2019 – 2020

USAWC Press
2019 Parameters  
Each has a 10-month program leading to a master's degree focused at the strategic level and also confers a joint professional military education (JPME) credential required by law for promotion to general  ...  Each service has one, and there are two joint war colleges-the National War College and the Eisenhower School for National Security and Resource Strategy-grouped under the National Defense University (  ...  manage and to improve its learning.  ... 
doi:10.55540/0031-1723.3113 fatcat:frpcjxwe2vepdaqkaqt3iwv6xa

Artikelsamling - MNT-konferansen 2019

Reidar Lyng
2019 Nordic Journal of STEM Education  
Complete proceedings for the MNT Conference 2019, 28-29 March, 2019, Tromsø.  ...  Excited receives public funding through the Norwegian Agency for International Cooperation and Quality Enhancement in Higher Education (Diku).  ...  ACKNOWLEDGEMENTS The research presented in this paper was conducted by Excited Centre for Excellence in IT Education, https://www.ntnu.edu/excited, which is a collaboration between NTNU and Nord university  ... 
doi:10.5324/njsteme.v3i1.2992 fatcat:ap57jmqj5bh3bmnnsdv37msc4q

Parameters – Full Issue – Winter 2019

USAWC Parameters
2019 Parameters  
Each has a 10-month program leading to a master's degree focused at the strategic level and also confers a joint professional military education (JPME) credential required by law for promotion to general  ...  Each service has one, and there are two joint war colleges-the National War College and the Eisenhower School for National Security and Resource Strategy-grouped under the National Defense University (  ...  manage and to improve its learning.  ... 
doi:10.55540/0031-1723.2666 fatcat:plflrunbdjd3fews2c4k7js3eq

Some highlights from the PKP 2019 International Scholarly Publishing Conference

Trude Eikebrokk, Aysa Ekanger, Katherine Fonn, Jan Erik Frantsvåg, Obiajulu Odu
2019 Nordic Perspectives on Open Science  
This an overview of the PKP 2019 International Scholarly Publishing Conference that took place at the Autonomous University of Barcelona (Spain) on November 20–22, 2019.  ...  JATS Parser Plugin converts JATS XML to HTML and PDF and presents the article on the front-end.  ...  learning software developed for data extraction from scientific articles in PDF format (https://github.com/kermitt2/grobid, https://github.com/Vitaliy-1/grobid/).  ... 
doi:10.7557/11.5204 fatcat:2wivu6gqmjfmngzwt6an5fer3e

aiDM'22: Fifth International Workshop on Exploiting Artificial Intelligence Techniques for Data Management

Rajesh Bordawekar, Yael Amsterdamer, Donatella Firmani, Ryan Marcus, Oded Shmueli
2022 Proceedings of the 2022 International Conference on Management of Data  
From a data management perspective, this calls for the harnessing of state-ofthe-art AI solutions for data management tasks and systems. aiDM is a full-day workshop that offers a stage for innovative interdisciplinary  ...  This year, aiDM'22 particularly focuses on the transparent exploitation of AI techniques in existing enterprise-level data management workloads.  ...  We view SIGMOD DEEM as a workshop to examine databases for Machine Learning (ML) issues, i.e., DEEM is focused on infrastructure, end-to-end integration, and query performance optimization issues in databases  ... 
doi:10.1145/3514221.3524076 fatcat:ybzmiabhxfghthw477u6e2rwsq

ADVANCES IN MANAGEMENT, IT, EDUCATION, SOCIAL SCIENCES MANEGMA 2019

Dr. P S Aithal, Prof. Amith Menezes
2019 Zenodo  
One Day National Conference  ...  I would also like to acknowledge our thanks to our parents for their valuable support and encouragement during the period of our study.  ...  Acknowledgement We would like to express our gratitude towards our guide Mrs.Shifana Begum, Assistant Professor, Dept. of CSE, Srinivas School of Engineering, Mukka for her support, guidance and encouragement  ... 
doi:10.5281/zenodo.3250779 fatcat:rgrz3gtqhnfolkur7bsi7xyzue
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