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IBM Deep Learning Service [article]

Bishwaranjan Bhattacharjee, Scott Boag, Chandani Doshi, Parijat Dube, Ben Herta, Vatche Ishakian, K. R. Jayaram, Rania Khalaf, Avesh Krishna, Yu Bo Li, Vinod Muthusamy, Ruchir Puri, Yufei Ren (+5 others)
2017 arXiv   pre-print
These two trends: deep learning, and "as-a-service" are colliding to give rise to a new business model for cognitive application delivery: deep learning as a service in the cloud.  ...  In this paper, we will discuss the details of the software architecture behind IBM's deep learning as a service (DLaaS).  ...  In this paper, we will describe the architecture and experience of the IBM deep learning as a service platform (DLaaS), running in the IBM Cloud.  ... 
arXiv:1709.05871v1 fatcat:wgifwcuqjfghxj7ounvapkh3du

Dependability in a Multi-tenant Multi-framework Deep Learning as-a-Service Platform [article]

Scott Boag, Parijat Dube, Kaoutar El Maghraoui, Benjamin Herta, Waldemar Hummer, K. R. Jayaram, Rania Khalaf, Vinod Muthusamy, Michael Kalantar, Archit Verma
2018 arXiv   pre-print
As a result, cloud-based Deep Learning as a Service (DLaaS) platforms have become an essential infrastructure in many organizations.  ...  Deep learning (DL), a form of machine learning, is becoming increasingly popular in several application domains.  ...  IBM Deep Learning as a Service (DLaaS) is a distributed cloud-based software platform that handles the scheduling, orchestration, elasticity and resilience of deep learning jobs, and is agnostic to the  ... 
arXiv:1805.06801v1 fatcat:pstnbqbpk5gonfqttjlkp5ji7a

Diagnostic Classification of Cystoscopic Images Using Deep Convolutional Neural Networks

Fehmi Narter
2019 Journal of Urological Surgery  
Data-driven tools and techniques, particularly machine learning methods that underpin artificial intelligence, offer promise for improving healthcare systems and services.  ...  In this work, the authors suggested the usability of deep learning to predict and classify cystoscopic findings with high accuracy.  ...  Data-driven tools and techniques, particularly machine learning methods that underpin artificial intelligence, offer promise for improving healthcare systems and services.  ... 
doi:10.4274/jus.galenos.2019.06.017 fatcat:engbshzwinfcrkacgudjipx4xq

IBM Watson Industry Cognitive Education Methods

Rajeshwari M, Krishna Prasad K
2020 Zenodo  
IBM has recently pointed his service on education by its supercomputer or computing technology, IBM Watson.  ...  Data Digital services and apps are used on learning and they help in the learning experience.  ...  IBM's Watson machine is a cognitive computer implemented using deep learning and neural networks [2] .  ... 
doi:10.5281/zenodo.3766899 fatcat:zpirpecscfe3xbxzmtg5gvvasy

Table of Contents

2019 2019 IEEE International Conference on Cognitive Computing (ICCC)  
viii Message from the IEEE SERVICES 2019 Steering Committee Chair xi Message from the IEEE SERVICES 2019 Congress General Chair xii Message from the IEEE SERVICES 2019 Program Chair-in-Chief and  ...  Tech University), Miguel Vargas Martin (Ontario Tech University), Shane MacDonald (Ontario Tech University), and Christopher Bellman (Ontario Tech University) Scaling Deep Spiking Neural Networks with  ... 
doi:10.1109/iccc.2019.00004 fatcat:752boszg7nertmxvy7smhpq3yq

Guest Editors' Introduction to the Joint Special Section on Secure and Emerging Collaborative Computing and Intelligent Systems

Yuan Hong, Valerie Issarny, Surya Nepal, Mudhakar Srivatsa
2021 IEEE Transactions on Emerging Topics in Computing  
robustness, authorizations, mobile computing, and deep learning for blockchain applications.  ...  /deep learning, have paved the way for creating next-generation smart and intelligent systems and applications that can have transformative impact in our society while accelerating rapid scientific discoveries  ...  deep neural networks for learning Bitcoin transaction network representations.  ... 
doi:10.1109/tetc.2021.3076338 fatcat:zajlttxulzbi3n7gzkkpra5z6e

Success stories

2001 Nursing Standard  
Learning systems applied to banking services.  ...  found or type unknown Agreement with CaixaBank to explore the application of cognitive computing to financial innovation In May 2016, CaixaBank and BSC began collaborating on the development of advanced Deep  ...  IBM IBM Image not found or type unknown IBM-BSC Deep Learning Center is born BSC and IBM renewed their collaboration and created the IBM-BSC Deep Learning Center, in which research and development  ... 
doi:10.7748/ns.15.29.19.s38 pmid:28091059 fatcat:s476djh6w5bjrfw5rqiod2dzgi

Prediction of Telecom Churn using Comparative Analysis of Three Classifiers of Artificial Neural Network

2020 VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE  
The data sets used in this white paper are related to communication deviance and are available to IBM Watson Analytics in the IBM community.  ...  Apply different classification techniques to different classifiers to achieve the following accuracy with 75.63% for deep running, 77.63% for perceptron, and 77.95% for autoMLP.  ...  This study, along with IBM Watson Analytics, leads the IBM community in exploring the reasons for the departure of communication services using data sets.  ... 
doi:10.35940/ijitee.j7339.0891020 fatcat:gvcfoatxhzdofg3jyzkpwdnspe

Hands-on with IBM Visual Insights

Shirui Luo, Volodymyr Kindratenko, Volodymyr Kindratenko, Anne Elster
2020 Computing in science & engineering (Print)  
Google's AutoML Vision's applicability to medical problems has been discussed by Faes et al. 3 SYSTEM ARCHITECTURE IBM Visual Insights consists of hardware, resource management, deep learning computation  ...  & DEEP LEARNING (DL) has emerged as a powerful tool to solve a variety of complex problems that have been difficult to solve with traditional methods.  ... 
doi:10.1109/mcse.2020.3009765 fatcat:oneut6v6kjaqbbg5wxmjc5jtpi

NitroGen

Aharon Abadi, Yael Dubinsky, Andrei Kirshin, Yossi Mesika, Idan Ben-Harrush, Uzy Hadad
2013 Proceedings of the 2013 companion publication for conference on Systems, programming, & applications: software for humanity - SPLASH '13  
It can easily connect to back-end services thus enable fast and facile development in enterprises.  ...  Evaluating NitroGen, we found among others, that participants learned it fast and found it simple and suitable for mobile applications development.  ...  He joined IBM in 2007. His work has been included in IBM products. Aharon was awarded the IBM Research Division award (RDA) and the IBM Outstanding Innovation Award (OIA).  ... 
doi:10.1145/2508075.2514571 dblp:conf/oopsla/AbadiDKMBH13 fatcat:wjogotwo6nchtljljl2agtjjmq

Deep Learning for the Web

Kyomin Jung, Byoung-Tak Zhang, Prasenjit Mitra
2015 Proceedings of the 24th International Conference on World Wide Web - WWW '15 Companion  
Deep learning has a huge potential to improve the intelligence of the web and the web service systems by efficiently and effectively mining big data on the Web[4][5].  ...  use deep learning [2][3][6].  ...  We give the motivation and underlying ideas of deep learning and describe the architectures and learning algorithms for various deep learning models.  ... 
doi:10.1145/2740908.2741982 dblp:conf/www/JungZM15 fatcat:5tkrrrwvcjbcxhcoyck4sqmoxy

Guest Editorial: AI-Empowered Mobile Edge Computing in the Internet of Vehicles

Jun Huang, Jalel Ben Othman, Shiqiang Wang, Ricky Y. K. Kwok, Victor C. M. Leung, Wei Sun
2021 IEEE Network  
of the key services envisioned in the IoV.  ...  The authors provide an overview of how Artificial Intelligence (AI) techniques such as regression and Deep Q-learning can improve the eficiency of these tasks.  ...  The article "Network Slicing with MEC and Deep Reinforcement Learning for the Internet of Vehicles" introduces a model-free approach based on deep reinforcement learning (DRL) to solve the resource allocation  ... 
doi:10.1109/mnet.2021.9454596 fatcat:b5o6zzcdirfr3lwews6eziyoqe

A Voice Based Assistant Using Google Dialogflow and Machine Learning

Dr. Jaydeep Patil, Atharva Shewale, Ekta Bhushan, Alister Fernandes, Rucha Khartadkar
2021 International Journal of Scientific Research in Science and Technology  
Various Natural Language Understanding Platforms like IBM Watson and Google Dialogflow were studied for the same.  ...  Services: IBM provides various services through Watson Discovery Services, Watson Studio, Speech-to-Text and Text-to-Speech Services, Machine Learning and Artificial Language Modules, Deep Learning  ...  IBM Cloud also provides the user with IBM Discovery Services that includes services of Machine Learning Algorithms, Speech-To-Text and Text-To-Speech Modules, Artificial Intelligence (AI) Services, Cloud  ... 
doi:10.32628/ijsrst218311 fatcat:vwchxjhlwbfkdkdhnqersxsopm

Watson and Spoken Interaction with Robots
Watsonとロボットの音声対話機能

Ryuki Tachibana
2017 Journal of the Robotics Society of Japan  
Conversation Natural Language Classifier Retrieve & Rank Personality Insights [7] Deep Learning Speech To Text FAQ WCS API Speech To Text Conversation 2. 2 Speech To Text Speech To Text  ...  Watson 2. 1 Watson [15] IBM Watson Software as a Service SaaS Platform as a Service PaaS Watson Developer Cloud WDC Bluemix TM IBM 2017 1 4 Human-robot Interaction, Spoken Dialog Sys  ... 
doi:10.7210/jrsj.35.199 fatcat:ehrjm2icp5g5tiwsgbr4kmiqjy

Color Based Object Sorting System using Deep Learning

2020 International Journal of Engineering and Advanced Technology  
The color recognition is done using the IBM Watson visual recognition model where we have uploaded the dataset of captured images.  ...  IBM Watson Studio The IBM Watson Visual Recognition service uses deep learning algorithms to analyze images and understand their content.  ...  This research has designed and developed a sorting mechanism with the help of deep learning.  ... 
doi:10.35940/ijeat.e9896.069520 fatcat:poofooh6l5eljlt46ea7yygtqy
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