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Collective Intelligence for Smarter API Recommendations in Python [article]

Andrea Renika D'Souza, Di Yang, Cristina V. Lopes
2016 arXiv   pre-print
In this paper, we present PyReco, an intelligent code completion system for Python which uses the mined API usages from open source repositories to order the results based on relevance rather than the  ...  The evaluation shows that our approach outperforms the alphabetically ordered API recommendation systems in recommending APIs for standard, as well as, third-party libraries.  ...  Being a dynamic language, the traditional intelligent techniques for code completion cannot be used for recommending APIs in Python.  ... 
arXiv:1608.08736v1 fatcat:bw2xsdfdcnap5dntcu6olabnwu

Python for Collective Intelligence and Collaborative Filtering

2010 Python Papers  
Finally a simple example using web API's and Collective Intelligence algorithms will be demonstrated to provide an idea of the type of things that can be achieved, relatively easily, using python for Collective  ...  In addition various mathematical models used to filter data and compare preferences and their corresponding pythonic implementations will be discussed.  ...  Combining Collective Intelligence and Collaborative Filtering If Collective Intelligence is the idea that the whole is smarter than the individual, Collaborative Filtering is the idea, that the knowledge  ... 
doaj:fa2f5b4298d54f10828b27230c6f3256 fatcat:ends2cnmyzhuvjd6sh37yhk77q

LSI with Support Vector Machine for Text Categorization – a practical example with Python

József Dr. Menyhárt, Joao Henrique Gomes Da Costa Cavalcanti
2021 International Journal of Engineering and Management Sciences  
Python programming language aiming the challenges of this new era is becoming one of the most popular languages for general programming and scientific computing.  ...  Firstly, Omdb official API was used to gather data about movies, then tuned Support Vector Machine model for Latent semantic indexing capable of predicting movies genres according to its plot was coded  ...  Python has risen in the Stackoverflow continuously in a good pace for years.  ... 
doi:10.21791/ijems.2021.3.2. fatcat:zzjo6dyfg5ghhnlz7qsmt55rym


Radha Guha
2020 International Research Journal of Computer Science  
, having memory, continuously inferring for generalization human intelligence.  ...  are just integration of conglome gramming interfaces (APIs).  ...  In a nutshell AI requires smarter developers for smarter applications.  ... 
doi:10.26562/irjcs.2020.v0709.003 fatcat:vs4dg4ptcnc25i6roanrhh353e

YouTube AV 50K: An Annotated Corpus for Comments in Autonomous Vehicles [article]

Tao Li, Lei Lin, Minsoo Choi, Kaiming Fu, Siyuan Gong, Jian Wang
2018 arXiv   pre-print
We introduce the YouTube AV 50K dataset, a freely-available collections of more than 50,000 YouTube comments and metadata below autonomous vehicle (AV)-related videos.  ...  With one billion monthly viewers, and millions of users discussing and sharing opinions, comments below YouTube videos are rich sources of data for opinion mining and sentiment analysis.  ...  Acknowledgments The authors are graceful to Jiarong Li, Hongjie Jiang, Shouyu Wang for helpful discussions, and to the anonymous reviewers for useful feedbacks.  ... 
arXiv:1807.11227v3 fatcat:daspaccasbgm3jetbf4ps3nyum

Applying Internet of Things for personalized healthcare in smart homes

Soumya Kanti Datta, Christian Bonnet, Amelie Gyrard, Rui Pedro Ferreira da Costa, Karima Boudaoud
2015 2015 24th Wireless and Optical Communication Conference (WOCC)  
The paper advocates for applying Internet of Things (IoT) for personalized healthcare in smart homes. An IoT architecture is presented which enables such healthcare services.  ...  Continuous monitoring of physical parameters and processing of the medical data form the basis of smarter, connected and personalized healthcare.  ...  Here, fever is a symptom in eHealth datasets and honey & lemon are recommended for fever in food datasets.  ... 
doi:10.1109/wocc.2015.7346198 dblp:conf/wocc/DattaBGCB15 fatcat:c56cufa3njfjtp3barkppjxuv4

SAAONT: Ontological knowledge-based development to support intelligent decision-making systems for Saudi Arabian agriculture

Eissa Alreshidi, College of Computer Science and Engineering, University of Hail, Hail, Saudi Arabia
2020 International Journal of Advanced and Applied Sciences  
Ontologies have become an essential tool for domain knowledge representation and a core element of many intelligent systems.  ...  It proposes an ontology-driven information retrieval system for agriculture in Saudi Arabia (SAAONT).  ...  This requires the integration of developed Arabic solutions, such as programming languages API and scripts (i.e., Python and Java) before building a SPARQL query in Arabic.  ... 
doi:10.21833/ijaas.2020.01.005 fatcat:wxbqizqnybhfjdhl5hspczk7gy

Overview Of A Home Multi-Tasking Robot System For The Elderly And Disabled

2017 Zenodo  
In this manuscript, authors have presented the overview of the research carried out on the robot systems utilised for the elderly and disabled human beings.  ...  The development of technology has opened the new doors for the replacement of human by the machines.  ...  Open Source OCR Engine Tesseract Tesseract API Voice Synthesizer eSpeak eSpeak API Scientific Computing in Python Scipy Stack:numpy, scipy,matplotlib, pandas SciPy API support the  ... 
doi:10.5281/zenodo.1466718 fatcat:pgan5v2645asnhy6afxvp5wx3y

Machine Learning in Python: Main Developments and Technology Trends in Data Science, Machine Learning, and Artificial Intelligence

Sebastian Raschka, Joshua Patterson, Corey Nolet
2020 Information  
We cover widely-used libraries and concepts, collected together for holistic comparison, with the goal of educating the reader and driving the field of Python machine learning forward.  ...  clean high-level APIs.  ...  Following the positive impact from Scikit-learn's unifying API facade and the diverse collection of very powerful APIs that it has enabled, RAPIDS is built on top of a core set of industry-standard Python  ... 
doi:10.3390/info11040193 fatcat:hetp7ngcpbbcpkhdcyowuiiwxe

Rule-based Recommendation System based on Semantic Web of Things

Ahmed Salama, Masoud E. Shaheen, Haytham Alfeel
2020 International journal of engineering research and technology  
network activities utilizing the built-in definition logic rules.  ...  Thus all users of social networks aim to handle and monitor the demands of their lives through their platforms for virtual lifestyle.  ...  scikit API as shown in Figure. 17.  ... 
doi:10.37624/ijert/13.6.2020.1455-1465 fatcat:pkxbuomk4nfg7kcwbhjyvtd2z4

Guided Analytics Platform for Southern region of Tamilnadu Farmer Fraternity

2019 International Journal of Engineering and Advanced Technology  
Essential agricultural support services needed to be carried out in farming activities are left unaware for them.  ...  Most of the families who are farmers in our country live in rural areas and find themselves aloof from technological world.  ...  in taking smarter decisions.  ... 
doi:10.35940/ijeat.a1123.1291s419 fatcat:e5du4u7m5fbq7pty4ok2m46rbi

Machine Learning in Python: Main developments and technology trends in data science, machine learning, and artificial intelligence [article]

Sebastian Raschka, Joshua Patterson, Corey Nolet
2020 arXiv   pre-print
We cover widely-used libraries and concepts, collected together for holistic comparison, with the goal of educating the reader and driving the field of Python machine learning forward.  ...  clean high-level APIs.  ...  Acknowledgments: We would like to thank John Zedlewski, Dante Gama Dessavre, and Thejaswi Nanditale from the RAPIDS team at NVIDIA and Scott Sievert for helpful feedback on the manuscript.  ... 
arXiv:2002.04803v2 fatcat:lvbczmz7xvbyjhs65zubwluzb4

Ubiquitous Healthcare Monitoring System Using Integrated Triaxial Accelerometer, Spo2 and Location Sensors

Ogunduyile O.O, Zuva K, Randle O.A, Zuva T
2013 International Journal of UbiComp  
In contribution to this area, this study developed a system prototype that recommends diagonostic services based on physiological data collected in real time from a distant patient.  ...  Physiological data is collected and uploaded to a Medical Health Server (MHS) via GPRS/internet to be analysed.  ...  The CIN uses the python APIs (Application Program Interfaces) to manage the AP's processes i.e., setting up wireless connections to both BS nodes and the MHS.  ... 
doi:10.5121/iju.2013.4201 fatcat:3nk4usjhunde3ajfuoxtnhnwfq

Intelligent Web Applications as Future Generation of Web Applications

Karzan Wakil, Dayang N.A.Jawawi
2019 Scientific Journal of Informatics  
In this paper, we describe the intelligent web applications as present and future of web applications, moreover we highlight the special features and their roles in increasing intelligence of web applications  ...  The problem is after rising the Artificial Intelligence to presenting human feelings, everything changed including web applications.  ...  They rather work with tools and APIs that they had previously being acquainted with, for example, Ruby, Python, JavaScript, Net, Node.js, CSS, C++. Java, HTML.  ... 
doi:10.15294/sji.v6i2.19297 fatcat:hzkchuz46zg4fcmgcnljibqwle

Enhancing Profile and Context Aware Relevant Food Search through Knowledge Graphs

Unai Zulaika, Asier Gutiérrez, Diego López-de-Ipiña
2018 Proceedings (MDPI)  
It brings together machine and human intelligence to enable cognitive gastroevaluation of "tapas" or "pintxos" , i.e., small miniature bites or dishes.  ...  offer more stakeholder satisfying knowledge exploitation solutions, i.e., those offering more relevant and elaborated, directly usable, information to those that want to take decisions regarding food in  ...  We thank Luis Rico for conceiving the foodbar concept and Víctor López Fandiño, Izaskun Santiesteban and Elisa Martín Garijo from IBM Spain, for their continuous follow-up and advice relative to IBM Watson  ... 
doi:10.3390/proceedings2191228 fatcat:4zvmfu26v5hbpbzv4bnsmcvkxi
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