SlideShare une entreprise Scribd logo
1  sur  11
Applications of Artificial
Intelligence in the Game
of Football: The Global
Perspective
Presented By
S. K. M Shadekul Islam - 191-15-12836
2
Presented To
Nasrin Akter
Lecturer
Department of CSE
Daffodil International University
Table of Contents
3
I. Abstract
II. Introduction
a) Objectives
b) Research Goal
c) Research Questions
III. Literature Review
IV. Research Methods
V. Main work of the paper
VI. Results/Findings
VII. Conclusion
VIII. Motivation after study of this paper
4
Abstract
Football is a very dynamic and high paced game in which minutest detail may be
the reason for a win or a loose, but the human eye sometimes fails to capture
these small details.
That’s where Artificial Intelligence (AI) comes into the picture. The study explores
the unknown side of AI in the game of Football. The work is based on exploratory
study on the applications of AI in the game of Football.
5
Introduction
Association football, more commonly known as simply football or soccer, is a
team sport played with a spherical ball between two teams of 11 players. It is
played by approximately 250 million players in over 200 countries and
dependencies, making it the world's most popular sport.
The game is played on a rectangular field called a pitch with a goal at each end.
The object of the game is to score more goals than the opposition by moving the
ball beyond the goal line into the opposing goal, usually within a time frame of 90
or more minutes.
6
Literature Review
 A.C. Lapham & R.M. Bartlett (1995) found the important role that computer played in
development of experimental and theoretical sports biomechanics.
 McCabe, A., & Trevathan, J. (2008) pointed about the use of artificial intelligence for
prediction of sporting outcomes
 Novatchkov, H., & Baca, A (2013) have illustrated the potential of artificial
intelligence (AI) techniques in sports on the example of weight training.
 Xu, B. (2012) have investigated in prediction of Sports Performance based on Genetic
Algorithm and Artificial Neural Network.
 Rodriguez, J (2019) discussed the new environment released by the google brain
team known as the Google Research Football which is based on reinforcement
learning in which the agents learn to play the game by simply playing it.
 Kelly et.al (2017) investigated the recent FIFA announcement directing each team in
the tournament could bring two computer tablets to collect data, assess decisions,
and react to interactions on the field.
 Rematas et.al (2018) highlighted that using deep learning systems, researchers from
the University of Washington, Facebook, and Google created a system that can take
a YouTube soccer video and display it in three dimensions using Augmented Reality
(AR) devices or 3D viewers using AI and Hologram technologies.
7
Research Methods
The work is based on exploratory study on the applications of AI in the game of
Football. The study tried to explore the various ways in which AI is applied in
present and can be applied in future in the game of football. The study has also
explored the limitations of using AI or any kind of machine interference in this
beautiful game. Finally, the study identified the scope of further study under this
topic.
8
Main work of the paper
The current implementation of AI in football is at a very primary stage and football
perceives to be area of a very high potential for the development of AI. Our study
focuses on the current use of Artificial Intelligence in football which are mainly
unilateral in nature i.e. focuses on only one side for e.g. refereeing, management,
etc. Further studies may explore other many applications of AI in game of Football
that we all love and cherish.
9
Results/Findings
 Findings: Overall, the study found that with the help of AI and other
varied technologies, teams are able to discover new potential and
achieve goals which were thought to be impossible before especially in
enhancing team competitiveness, decision making and better customer
experience. The technology is still immature and needs significant
improvement.
 Implications: The study implies AI has been highly beneficial to the game
of Football as a whole, but at the same time AI has not been completely
utilized as per its capabilities.
 Originality: The study talks about some unprecedented applications of
AI in football, and also talks about some unfamiliar limitations of AI.
10
Motivation after study of this paper
Further studies may explore applications of AI in areas that combine two or more
sides simultaneously such as the application of AI to predict the best possible
playing 11 based on the physical as well as tactical attributes of the players and
the fixture difficulty of a match. In this way, AI can be used to predict the most
suitable lineup for the team and safeguarding the players against possible injuries
at the same time based on the need of the match and the qualities of the
opposition. Further studies may also involve other applications of technology and
not just AI such as Big Data, Game Theory, etc for the benefit of the game as a
whole.
Thanks!
11

Contenu connexe

Tendances

artifical intelligence
artifical intelligenceartifical intelligence
artifical intelligence6866608
 
Artificial intelligence (ai)
Artificial intelligence (ai)Artificial intelligence (ai)
Artificial intelligence (ai)BilalAhmed802
 
Artificial Intelligence - Forwarded by Jeff Campau
Artificial Intelligence - Forwarded by Jeff CampauArtificial Intelligence - Forwarded by Jeff Campau
Artificial Intelligence - Forwarded by Jeff CampauJeff Campau
 
ARTIFICIAL INTELLIGENCE
ARTIFICIAL INTELLIGENCEARTIFICIAL INTELLIGENCE
ARTIFICIAL INTELLIGENCEOmkar Shinde
 
Artificial Intelligence and the Future of Humanity
Artificial Intelligence and the Future of HumanityArtificial Intelligence and the Future of Humanity
Artificial Intelligence and the Future of HumanityGerd Leonhard
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial IntelligenceNeil Mathew
 
Artificial Intelligence | Introduction to AI | What is ai?
Artificial Intelligence | Introduction to AI |  What is ai?Artificial Intelligence | Introduction to AI |  What is ai?
Artificial Intelligence | Introduction to AI | What is ai?SumitKumarShukla2
 
The 10 Best Examples Of How AI Is Already Used In Our Everyday Life
The 10 Best Examples Of How AI Is Already Used In Our Everyday LifeThe 10 Best Examples Of How AI Is Already Used In Our Everyday Life
The 10 Best Examples Of How AI Is Already Used In Our Everyday LifeBernard Marr
 
Power point presentation on basic of Artificial Intelligent
  Power point presentation on  basic of Artificial Intelligent   Power point presentation on  basic of Artificial Intelligent
Power point presentation on basic of Artificial Intelligent Vishal Singh
 
Artificial intelligence - Application to the Sports Industry
Artificial intelligence - Application to the Sports IndustryArtificial intelligence - Application to the Sports Industry
Artificial intelligence - Application to the Sports IndustrySathesh Sriskandarajah
 
IoT and AI in Sports - Presentation Dubai 2019
IoT and AI in Sports - Presentation Dubai 2019IoT and AI in Sports - Presentation Dubai 2019
IoT and AI in Sports - Presentation Dubai 2019Francisco Maroto
 
Artificial intelligence ppt
Artificial intelligence pptArtificial intelligence ppt
Artificial intelligence pptDikshaSharma391
 
Presentation ppt.pptx
Presentation ppt.pptxPresentation ppt.pptx
Presentation ppt.pptxHuangKedeh
 
Benefits and risk of artificial intelligence slideshare
Benefits and risk of artificial intelligence slideshareBenefits and risk of artificial intelligence slideshare
Benefits and risk of artificial intelligence slideshareSandeep Mishra
 
Artificial intelligence
Artificial intelligenceArtificial intelligence
Artificial intelligencehritiveak
 

Tendances (20)

Artificial intelligence
Artificial intelligenceArtificial intelligence
Artificial intelligence
 
artifical intelligence
artifical intelligenceartifical intelligence
artifical intelligence
 
Artificial intelligence (ai)
Artificial intelligence (ai)Artificial intelligence (ai)
Artificial intelligence (ai)
 
Artificial Intelligence - Forwarded by Jeff Campau
Artificial Intelligence - Forwarded by Jeff CampauArtificial Intelligence - Forwarded by Jeff Campau
Artificial Intelligence - Forwarded by Jeff Campau
 
ARTIFICIAL INTELLIGENCE
ARTIFICIAL INTELLIGENCEARTIFICIAL INTELLIGENCE
ARTIFICIAL INTELLIGENCE
 
Artificial intelligence
Artificial intelligenceArtificial intelligence
Artificial intelligence
 
Artificial intelligence
Artificial intelligenceArtificial intelligence
Artificial intelligence
 
Artificial Intelligence and the Future of Humanity
Artificial Intelligence and the Future of HumanityArtificial Intelligence and the Future of Humanity
Artificial Intelligence and the Future of Humanity
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial Intelligence
 
artificial intelligence
artificial intelligenceartificial intelligence
artificial intelligence
 
Artificial Intelligence | Introduction to AI | What is ai?
Artificial Intelligence | Introduction to AI |  What is ai?Artificial Intelligence | Introduction to AI |  What is ai?
Artificial Intelligence | Introduction to AI | What is ai?
 
The 10 Best Examples Of How AI Is Already Used In Our Everyday Life
The 10 Best Examples Of How AI Is Already Used In Our Everyday LifeThe 10 Best Examples Of How AI Is Already Used In Our Everyday Life
The 10 Best Examples Of How AI Is Already Used In Our Everyday Life
 
Power point presentation on basic of Artificial Intelligent
  Power point presentation on  basic of Artificial Intelligent   Power point presentation on  basic of Artificial Intelligent
Power point presentation on basic of Artificial Intelligent
 
Artificial intelligence - Application to the Sports Industry
Artificial intelligence - Application to the Sports IndustryArtificial intelligence - Application to the Sports Industry
Artificial intelligence - Application to the Sports Industry
 
IoT and AI in Sports - Presentation Dubai 2019
IoT and AI in Sports - Presentation Dubai 2019IoT and AI in Sports - Presentation Dubai 2019
IoT and AI in Sports - Presentation Dubai 2019
 
Artificial intelligence ppt
Artificial intelligence pptArtificial intelligence ppt
Artificial intelligence ppt
 
Presentation ppt.pptx
Presentation ppt.pptxPresentation ppt.pptx
Presentation ppt.pptx
 
Benefits and risk of artificial intelligence slideshare
Benefits and risk of artificial intelligence slideshareBenefits and risk of artificial intelligence slideshare
Benefits and risk of artificial intelligence slideshare
 
AI in Healthcare
AI in HealthcareAI in Healthcare
AI in Healthcare
 
Artificial intelligence
Artificial intelligenceArtificial intelligence
Artificial intelligence
 

Similaire à Applications of artificial intelligence in the game of football the global perspective

Sports and Big data
Sports and Big dataSports and Big data
Sports and Big dataDeZyre
 
Sports Biz Tech .ppt
Sports Biz Tech .pptSports Biz Tech .ppt
Sports Biz Tech .pptGaryWatson60
 
Predicting Football Match Results with Data Mining Techniques
Predicting Football Match Results with Data Mining TechniquesPredicting Football Match Results with Data Mining Techniques
Predicting Football Match Results with Data Mining TechniquesIJCSIS Research Publications
 
Towards a Future Esports Research: Introduction to Esports Minitrack
Towards a Future Esports Research: Introduction to Esports MinitrackTowards a Future Esports Research: Introduction to Esports Minitrack
Towards a Future Esports Research: Introduction to Esports MinitrackMaciej Behnke
 
IPL Match Prediction System Using Machine Learning.pptx
IPL Match Prediction System Using Machine Learning.pptxIPL Match Prediction System Using Machine Learning.pptx
IPL Match Prediction System Using Machine Learning.pptxAJAman7
 
Sports Analytics: Market Shares, Strategy, and Forecasts, Worldwide, 2015 to ...
Sports Analytics: Market Shares, Strategy, and Forecasts, Worldwide, 2015 to ...Sports Analytics: Market Shares, Strategy, and Forecasts, Worldwide, 2015 to ...
Sports Analytics: Market Shares, Strategy, and Forecasts, Worldwide, 2015 to ...Shrikant Mandlik
 
The influence of eyes and brain
The influence of eyes and brainThe influence of eyes and brain
The influence of eyes and brainijma
 
Sport Analytics Innovation Summit
Sport Analytics Innovation SummitSport Analytics Innovation Summit
Sport Analytics Innovation SummitEric Lewallen
 
Technology in Athletics
Technology in AthleticsTechnology in Athletics
Technology in AthleticsZachKanelis
 
Artificial Intelligence In Video Games A Survey Written By
Artificial Intelligence In Video Games  A Survey Written ByArtificial Intelligence In Video Games  A Survey Written By
Artificial Intelligence In Video Games A Survey Written ByKayla Smith
 
A Study On Artificial Intelligence Technologies And Its Applications
A Study On Artificial Intelligence Technologies And Its ApplicationsA Study On Artificial Intelligence Technologies And Its Applications
A Study On Artificial Intelligence Technologies And Its ApplicationsJeff Nelson
 
eco-researchpaper-quality of isl vs other leagues (1)
eco-researchpaper-quality of isl vs other leagues (1)eco-researchpaper-quality of isl vs other leagues (1)
eco-researchpaper-quality of isl vs other leagues (1)Kunal Patadia
 
Federated Ontology for Sports- Paper
Federated Ontology for Sports- PaperFederated Ontology for Sports- Paper
Federated Ontology for Sports- PaperGeorge Sam
 
The Effectiveness of using a Historical Sequence-based Predictor Algorithm in...
The Effectiveness of using a Historical Sequence-based Predictor Algorithm in...The Effectiveness of using a Historical Sequence-based Predictor Algorithm in...
The Effectiveness of using a Historical Sequence-based Predictor Algorithm in...AM Publications,India
 
Joseph Moore Dissertation
Joseph Moore DissertationJoseph Moore Dissertation
Joseph Moore DissertationJoseph Moore
 
AAAI at Stanford 2019, A Study of Basis on AI-based Information Systems:The C...
AAAI at Stanford 2019, A Study of Basis on AI-based Information Systems:The C...AAAI at Stanford 2019, A Study of Basis on AI-based Information Systems:The C...
AAAI at Stanford 2019, A Study of Basis on AI-based Information Systems:The C...Yuichi Yoda
 
Sports Informatics Essay
Sports Informatics EssaySports Informatics Essay
Sports Informatics EssayAlex Brewers
 
IRJET- A Survey on Team Selection in Game of Cricket using Machine Learning
IRJET- A Survey on Team Selection in Game of Cricket using Machine LearningIRJET- A Survey on Team Selection in Game of Cricket using Machine Learning
IRJET- A Survey on Team Selection in Game of Cricket using Machine LearningIRJET Journal
 

Similaire à Applications of artificial intelligence in the game of football the global perspective (20)

Sports and Big data
Sports and Big dataSports and Big data
Sports and Big data
 
Game Playing in AI Research and Education system
Game Playing in AI Research and Education systemGame Playing in AI Research and Education system
Game Playing in AI Research and Education system
 
Sports Biz Tech .ppt
Sports Biz Tech .pptSports Biz Tech .ppt
Sports Biz Tech .ppt
 
Predicting Football Match Results with Data Mining Techniques
Predicting Football Match Results with Data Mining TechniquesPredicting Football Match Results with Data Mining Techniques
Predicting Football Match Results with Data Mining Techniques
 
Towards a Future Esports Research: Introduction to Esports Minitrack
Towards a Future Esports Research: Introduction to Esports MinitrackTowards a Future Esports Research: Introduction to Esports Minitrack
Towards a Future Esports Research: Introduction to Esports Minitrack
 
IPL Match Prediction System Using Machine Learning.pptx
IPL Match Prediction System Using Machine Learning.pptxIPL Match Prediction System Using Machine Learning.pptx
IPL Match Prediction System Using Machine Learning.pptx
 
Cricket 2
Cricket 2Cricket 2
Cricket 2
 
Sports Analytics: Market Shares, Strategy, and Forecasts, Worldwide, 2015 to ...
Sports Analytics: Market Shares, Strategy, and Forecasts, Worldwide, 2015 to ...Sports Analytics: Market Shares, Strategy, and Forecasts, Worldwide, 2015 to ...
Sports Analytics: Market Shares, Strategy, and Forecasts, Worldwide, 2015 to ...
 
The influence of eyes and brain
The influence of eyes and brainThe influence of eyes and brain
The influence of eyes and brain
 
Sport Analytics Innovation Summit
Sport Analytics Innovation SummitSport Analytics Innovation Summit
Sport Analytics Innovation Summit
 
Technology in Athletics
Technology in AthleticsTechnology in Athletics
Technology in Athletics
 
Artificial Intelligence In Video Games A Survey Written By
Artificial Intelligence In Video Games  A Survey Written ByArtificial Intelligence In Video Games  A Survey Written By
Artificial Intelligence In Video Games A Survey Written By
 
A Study On Artificial Intelligence Technologies And Its Applications
A Study On Artificial Intelligence Technologies And Its ApplicationsA Study On Artificial Intelligence Technologies And Its Applications
A Study On Artificial Intelligence Technologies And Its Applications
 
eco-researchpaper-quality of isl vs other leagues (1)
eco-researchpaper-quality of isl vs other leagues (1)eco-researchpaper-quality of isl vs other leagues (1)
eco-researchpaper-quality of isl vs other leagues (1)
 
Federated Ontology for Sports- Paper
Federated Ontology for Sports- PaperFederated Ontology for Sports- Paper
Federated Ontology for Sports- Paper
 
The Effectiveness of using a Historical Sequence-based Predictor Algorithm in...
The Effectiveness of using a Historical Sequence-based Predictor Algorithm in...The Effectiveness of using a Historical Sequence-based Predictor Algorithm in...
The Effectiveness of using a Historical Sequence-based Predictor Algorithm in...
 
Joseph Moore Dissertation
Joseph Moore DissertationJoseph Moore Dissertation
Joseph Moore Dissertation
 
AAAI at Stanford 2019, A Study of Basis on AI-based Information Systems:The C...
AAAI at Stanford 2019, A Study of Basis on AI-based Information Systems:The C...AAAI at Stanford 2019, A Study of Basis on AI-based Information Systems:The C...
AAAI at Stanford 2019, A Study of Basis on AI-based Information Systems:The C...
 
Sports Informatics Essay
Sports Informatics EssaySports Informatics Essay
Sports Informatics Essay
 
IRJET- A Survey on Team Selection in Game of Cricket using Machine Learning
IRJET- A Survey on Team Selection in Game of Cricket using Machine LearningIRJET- A Survey on Team Selection in Game of Cricket using Machine Learning
IRJET- A Survey on Team Selection in Game of Cricket using Machine Learning
 

Plus de ShadekulIslamShovo

Plus de ShadekulIslamShovo (6)

Cloud Robotics.pptx
Cloud Robotics.pptxCloud Robotics.pptx
Cloud Robotics.pptx
 
Copyright: Bangladesh Perspective.pptx
Copyright: Bangladesh Perspective.pptxCopyright: Bangladesh Perspective.pptx
Copyright: Bangladesh Perspective.pptx
 
Bengali Alphabets
Bengali AlphabetsBengali Alphabets
Bengali Alphabets
 
How deep learning could revolutionize broadcastin
How deep learning could revolutionize broadcastinHow deep learning could revolutionize broadcastin
How deep learning could revolutionize broadcastin
 
DEEP LEARNING IN HEALTHCARE
DEEP LEARNING IN HEALTHCAREDEEP LEARNING IN HEALTHCARE
DEEP LEARNING IN HEALTHCARE
 
Partition of Bengal 1905
Partition of Bengal 1905Partition of Bengal 1905
Partition of Bengal 1905
 

Dernier

Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxVishalSingh1417
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...PsychoTech Services
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfJayanti Pande
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...Sapna Thakur
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfAyushMahapatra5
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfAdmir Softic
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdfSoniaTolstoy
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityGeoBlogs
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpinRaunakKeshri1
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajanpragatimahajan3
 

Dernier (20)

Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdf
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpin
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajan
 

Applications of artificial intelligence in the game of football the global perspective

  • 1. Applications of Artificial Intelligence in the Game of Football: The Global Perspective
  • 2. Presented By S. K. M Shadekul Islam - 191-15-12836 2 Presented To Nasrin Akter Lecturer Department of CSE Daffodil International University
  • 3. Table of Contents 3 I. Abstract II. Introduction a) Objectives b) Research Goal c) Research Questions III. Literature Review IV. Research Methods V. Main work of the paper VI. Results/Findings VII. Conclusion VIII. Motivation after study of this paper
  • 4. 4 Abstract Football is a very dynamic and high paced game in which minutest detail may be the reason for a win or a loose, but the human eye sometimes fails to capture these small details. That’s where Artificial Intelligence (AI) comes into the picture. The study explores the unknown side of AI in the game of Football. The work is based on exploratory study on the applications of AI in the game of Football.
  • 5. 5 Introduction Association football, more commonly known as simply football or soccer, is a team sport played with a spherical ball between two teams of 11 players. It is played by approximately 250 million players in over 200 countries and dependencies, making it the world's most popular sport. The game is played on a rectangular field called a pitch with a goal at each end. The object of the game is to score more goals than the opposition by moving the ball beyond the goal line into the opposing goal, usually within a time frame of 90 or more minutes.
  • 6. 6 Literature Review  A.C. Lapham & R.M. Bartlett (1995) found the important role that computer played in development of experimental and theoretical sports biomechanics.  McCabe, A., & Trevathan, J. (2008) pointed about the use of artificial intelligence for prediction of sporting outcomes  Novatchkov, H., & Baca, A (2013) have illustrated the potential of artificial intelligence (AI) techniques in sports on the example of weight training.  Xu, B. (2012) have investigated in prediction of Sports Performance based on Genetic Algorithm and Artificial Neural Network.  Rodriguez, J (2019) discussed the new environment released by the google brain team known as the Google Research Football which is based on reinforcement learning in which the agents learn to play the game by simply playing it.  Kelly et.al (2017) investigated the recent FIFA announcement directing each team in the tournament could bring two computer tablets to collect data, assess decisions, and react to interactions on the field.  Rematas et.al (2018) highlighted that using deep learning systems, researchers from the University of Washington, Facebook, and Google created a system that can take a YouTube soccer video and display it in three dimensions using Augmented Reality (AR) devices or 3D viewers using AI and Hologram technologies.
  • 7. 7 Research Methods The work is based on exploratory study on the applications of AI in the game of Football. The study tried to explore the various ways in which AI is applied in present and can be applied in future in the game of football. The study has also explored the limitations of using AI or any kind of machine interference in this beautiful game. Finally, the study identified the scope of further study under this topic.
  • 8. 8 Main work of the paper The current implementation of AI in football is at a very primary stage and football perceives to be area of a very high potential for the development of AI. Our study focuses on the current use of Artificial Intelligence in football which are mainly unilateral in nature i.e. focuses on only one side for e.g. refereeing, management, etc. Further studies may explore other many applications of AI in game of Football that we all love and cherish.
  • 9. 9 Results/Findings  Findings: Overall, the study found that with the help of AI and other varied technologies, teams are able to discover new potential and achieve goals which were thought to be impossible before especially in enhancing team competitiveness, decision making and better customer experience. The technology is still immature and needs significant improvement.  Implications: The study implies AI has been highly beneficial to the game of Football as a whole, but at the same time AI has not been completely utilized as per its capabilities.  Originality: The study talks about some unprecedented applications of AI in football, and also talks about some unfamiliar limitations of AI.
  • 10. 10 Motivation after study of this paper Further studies may explore applications of AI in areas that combine two or more sides simultaneously such as the application of AI to predict the best possible playing 11 based on the physical as well as tactical attributes of the players and the fixture difficulty of a match. In this way, AI can be used to predict the most suitable lineup for the team and safeguarding the players against possible injuries at the same time based on the need of the match and the qualities of the opposition. Further studies may also involve other applications of technology and not just AI such as Big Data, Game Theory, etc for the benefit of the game as a whole.