presentation presents some data warehouses that are freely available and contain a set of databases and research in various fields of computer science, such as image processing, computer vision, and data mining, Text processing, security, etc.

1. DATABASES SET FOR SCIENTIFIC RESEARCH
Zahraa Faisal Hasan
Computer Department
University of Kufa
PHD candidate
2023-2024
Supervised by:
Ahmed Al-Janabi

2. To begin with, choosing the research problem
represents one of the most important and difficult
obstacles, as the problem must contain a challenge, and it
must be ensured that the problem has not been solved by
many previous researchers, with rates exceeding 90%, and
therefore the researcher did not present a new challenge
regarding the solution to the research problem.
In addition to that, collecting research and data
regarding the research problem usually takes a lot of time
and effort from the researcher, so this presentation
presents some data warehouses that are freely available
and contain a set of databases and research in various
fields of computer science, such as image processing,
computer vision, and data mining, Text processing,
security, etc.
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introduction

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Open Images V7
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Databases set for scientific research
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3 Yet Another Computer Vision Index To Datasets
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Yelp
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Wiki Dbpedia
Top 8 Datasets Available For Emotion Detection

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Open Images V7
 A data repository specialized in the field of computer vision and
machine learning that provides databases and research.
 Open Images is a dataset of ~9M images annotated with image-
level labels, object bounding boxes, object segmentation masks,
visual relationships.
 It the largest existing dataset with object location annotations.
 The images are very diverse and often contain complex scenes
with several objects (8.3 per image on average).
 Open Images also offers visual relationship annotations,
indicating pairs of objects in particular relations (e.g. "woman
playing guitar", "beer on table"), object properties (e.g. "table is
wooden"), and human actions (e.g. "woman is jumping").
 https://storage.googleapis.com/openimages/web/index.html

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 A data repository specialized in the field of image processing
and computer vision that provides databases and research.
 Emotion detection enables machines to detect various
emotions.
 The technique that helps machines and computers to be
capable of detecting, expressing and understanding
emotions is known as emotional intelligence.
 In order to understand and detect emotions, the first and
foremost requirement for machine learning models is the
availability of a dataset.
 https://analyticsindiamag.com/top-8-datasets-available-for-
emotion-detection/
Top 8 Datasets Available For Emotion Detection

8. https://analyticsindiamag.com/top-8-datasets-available-for-emotion-detection/
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3 Yet Another Computer Vision Index To Datasets
 A search engine for datasets.
 This website provides a list of frequently used computer
vision datasets.
 There is also a description containing common problems,
pitfalls and characteristics.
 it provides table that contents of name ; description; Tags;
URL; Date; Views for database .
 Content, design and idea by Hayko Riemenschneider, 2011-
2023.
https://yacvid.hayko.at/

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Yelp
 The dataset contains two sets of data, and each set contains
three tables. The first concerns hotels or restaurants, the
second concerns the commented text, and the third concerns
the commentators and a set of criteria in each table.
 It provides researchers with a lot of research, including what
is related to text processing and what is related to data
mining.
 The Yelp dataset is provides : their businesses, reviews, and
user data for use in connection with academic research.
 Available as JSON files, use it to teach students about
databases, to learn NLP, or for sample production data while
you learn how to make mobile apps.
 https://www.yelp.com/dataset

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5 Wiki Dbpedia
 DBpedia a global program that brings student developers
into open source software development.
 DBpedia equipped with a lot of mentoring experience and
look forward to supporting new students.
 It provides researchers with a lot of papers, including what
is related to text processing and what is related to data
mining.
 It provides researchers with a lot of codes and opinions
related to solving research problems.
 https://wiki.dbpedia.org/

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Thank you for your
listening