SlideShare uma empresa Scribd logo
1 de 12
Artificial Intelligence in
Conservation
Dr. A. Prabaharan
Professor & Research Director
Public Action
www.indopraba.blogspot.com
AI in Conservation
• Artificial Intelligence (AI) plays a
crucial role in conservation
efforts, offering innovative
solutions to address various
challenges related to
biodiversity loss, habitat
degradation, and environmental
monitoring.
• Here are several ways AI is
applied in conservation
www.indopraba.blogspot.com
Wildlife Monitoring
• Camera Trap Analysis:
• AI-powered algorithms analyze camera trap
images to identify and count different wildlife
species.
• This aids researchers in monitoring population
trends, studying behavior, and identifying rare
or endangered species.
• Acoustic Monitoring:
• AI is used to process audio recordings from
ecosystems, helping identify and classify
animal sounds.
• This is particularly valuable in monitoring
elusive or nocturnal species.
www.indopraba.blogspot.com
Species Identification
• Image Recognition:
• AI applications, often using deep learning
techniques, can identify plant and animal
species from images.
• This facilitates rapid biodiversity assessments
and contributes to citizen science initiatives.
• Genetic Identification:
• AI assists in analyzing genetic data to identify
and track individual animals, helping in
population genetics studies and monitoring of
endangered species.
www.indopraba.blogspot.com
Habitat Monitoring
• Satellite Data Analysis:
• AI processes satellite imagery to monitor
changes in land cover, deforestation, and
habitat loss.
• This information is crucial for assessing the
health of ecosystems and implementing
conservation measures.
• Drones and Aerial Surveys: AI aids in
analyzing data collected from drones and
aerial surveys, providing high-resolution
images for habitat monitoring, anti-poaching
efforts, and environmental impact
assessments.
www.indopraba.blogspot.com
Anti-Poaching and Illegal Activity Detection
• Surveillance Systems: AI-powered
surveillance systems use cameras and
sensors to detect and alert authorities to
illegal activities, such as poaching or
logging.
• This helps in real-time intervention and
enforcement.
• Pattern Recognition: AI algorithms analyze
patterns in data to predict and identify
potential illegal activities, enhancing the
effectiveness of conservation law
enforcement.
www.indopraba.blogspot.com
Conservation Planning
• Land Use Optimization:
• AI assists in optimizing land use planning by
analyzing ecological and environmental data.
• This helps identify priority areas for conservation,
habitat restoration, and sustainable land
management.
• Climate Change Impact Assessment: AI models
assess the potential impact of climate change on
ecosystems, guiding conservation strategies to
increase resilience and adaptive capacity.
www.indopraba.blogspot.com
Citizen Science and Public Engagement
• Mobile Apps and Chatbots:
• AI-powered mobile applications and chatbots
engage the public in citizen science projects,
enabling users to contribute to data
collection, species identification, and
conservation awareness.
• Education Platforms:
• AI is used to develop interactive educational
platforms that raise awareness about
conservation issues, biodiversity, and
sustainable practices.
www.indopraba.blogspot.com
Restoration and Rewilding
• Ecological Restoration Planning:
• AI analyzes data on soil health, climate, and
vegetation to optimize ecological restoration
projects.
• This includes reforestation, wetland restoration,
and other initiatives to rehabilitate degraded
ecosystems.
• Rewilding Strategies:
• AI contributes to developing rewilding strategies
by identifying suitable areas for reintroducing
species, considering ecological connectivity and
potential impacts on local ecosystems.
www.indopraba.blogspot.com
Challenges and Considerations
• Data Quality and Bias:
• Ensuring that AI models are trained on diverse and
unbiased datasets is crucial for accurate species
identification and monitoring.
• Ethical Use of AI:
• Ethical considerations, including transparency and
privacy, are important when applying AI in conservation,
especially in areas where human and environmental
interests intersect.
• Capacity Building:
• Building local capacity and expertise in AI applications for
conservation is essential to ensure effective
implementation and long-term success.
www.indopraba.blogspot.com
Future Trends
• Advancements in Sensor Technologies: Continued
improvements in sensor technologies, including remote
sensing and wildlife tracking devices, will enhance the
quality and quantity of data available for AI applications.
• Integration with Traditional Ecological Knowledge:
Combining AI-driven insights with traditional ecological
knowledge enhances the effectiveness and cultural
relevance of conservation efforts.
• Global Collaboration: Increased collaboration
between conservation organizations, governments, and
technology companies to share data and expertise,
fostering a more comprehensive and coordinated
approach.
www.indopraba.blogspot.com
www.indopraba.blogspot.com

Mais conteúdo relacionado

Mais procurados

Proyecto IDEA Internet en el parque
Proyecto IDEA Internet en el parqueProyecto IDEA Internet en el parque
Proyecto IDEA Internet en el parque
Municipio de Salgar
 
Animal testing
Animal testingAnimal testing
Animal testing
gigilagos
 

Mais procurados (13)

C3 Cyber
C3 CyberC3 Cyber
C3 Cyber
 
Proyecto IDEA Internet en el parque
Proyecto IDEA Internet en el parqueProyecto IDEA Internet en el parque
Proyecto IDEA Internet en el parque
 
Cites
CitesCites
Cites
 
Introduction to ethical hacking
Introduction to ethical hackingIntroduction to ethical hacking
Introduction to ethical hacking
 
Types Of Computer Crime
Types Of Computer CrimeTypes Of Computer Crime
Types Of Computer Crime
 
Tiger Conservation by Green Yatra
Tiger Conservation by Green YatraTiger Conservation by Green Yatra
Tiger Conservation by Green Yatra
 
Great barrier reef
Great barrier reefGreat barrier reef
Great barrier reef
 
Illegal wildlife trading in india
Illegal wildlife trading in indiaIllegal wildlife trading in india
Illegal wildlife trading in india
 
Museum Documentation Today and Tomorrow
Museum Documentation Today and TomorrowMuseum Documentation Today and Tomorrow
Museum Documentation Today and Tomorrow
 
An Elementary Introduction to Artificial Intelligence, Data Science and Machi...
An Elementary Introduction to Artificial Intelligence, Data Science and Machi...An Elementary Introduction to Artificial Intelligence, Data Science and Machi...
An Elementary Introduction to Artificial Intelligence, Data Science and Machi...
 
wildlife conservation
wildlife conservationwildlife conservation
wildlife conservation
 
Convention on the international trade in endangered species of wild flora and...
Convention on the international trade in endangered species of wild flora and...Convention on the international trade in endangered species of wild flora and...
Convention on the international trade in endangered species of wild flora and...
 
Animal testing
Animal testingAnimal testing
Animal testing
 

Semelhante a Artificial Intelligence in Conservation.pptx

Life conservation; A study into systemic design for wildlife
Life conservation; A study into systemic design for wildlifeLife conservation; A study into systemic design for wildlife
Life conservation; A study into systemic design for wildlife
RSD7 Symposium
 
Adam green resume 2016
Adam green resume 2016Adam green resume 2016
Adam green resume 2016
Adam Jones
 
Participatory environmental science 2013 04 14
Participatory environmental science 2013 04 14Participatory environmental science 2013 04 14
Participatory environmental science 2013 04 14
Luigi Ceccaroni
 

Semelhante a Artificial Intelligence in Conservation.pptx (20)

Artificial intelligence & the Environment.pptx
Artificial intelligence & the Environment.pptxArtificial intelligence & the Environment.pptx
Artificial intelligence & the Environment.pptx
 
Importance of Artificial Intelligence.pdf
Importance of Artificial Intelligence.pdfImportance of Artificial Intelligence.pdf
Importance of Artificial Intelligence.pdf
 
Life conservation; A study into systemic design for wildlife
Life conservation; A study into systemic design for wildlifeLife conservation; A study into systemic design for wildlife
Life conservation; A study into systemic design for wildlife
 
Artificial Intelligence, Robotics and Public Health
Artificial Intelligence, Robotics and Public Health Artificial Intelligence, Robotics and Public Health
Artificial Intelligence, Robotics and Public Health
 
ICT in Zoology.pptx
ICT in Zoology.pptxICT in Zoology.pptx
ICT in Zoology.pptx
 
Digital livestock Farming
Digital livestock FarmingDigital livestock Farming
Digital livestock Farming
 
Preparing Gen-Z & Gen-α for the Undefined Careers of Tomorrow
Preparing Gen-Z  & Gen-α for the Undefined Careers of TomorrowPreparing Gen-Z  & Gen-α for the Undefined Careers of Tomorrow
Preparing Gen-Z & Gen-α for the Undefined Careers of Tomorrow
 
Adam green resume 2016
Adam green resume 2016Adam green resume 2016
Adam green resume 2016
 
Participatory environmental science 2013 04 14
Participatory environmental science 2013 04 14Participatory environmental science 2013 04 14
Participatory environmental science 2013 04 14
 
Role of IT in environment & Human Health
Role of IT in environment & Human HealthRole of IT in environment & Human Health
Role of IT in environment & Human Health
 
Artificial Intelligence in Biodiversity and Citizen Science
Artificial Intelligence in Biodiversity and Citizen ScienceArtificial Intelligence in Biodiversity and Citizen Science
Artificial Intelligence in Biodiversity and Citizen Science
 
Interactive and collaborative AI for biodiversity monitoring and beyond - JWK...
Interactive and collaborative AI for biodiversity monitoring and beyond - JWK...Interactive and collaborative AI for biodiversity monitoring and beyond - JWK...
Interactive and collaborative AI for biodiversity monitoring and beyond - JWK...
 
iNaturalist Workshop (IACD Conference February 2020)
iNaturalist Workshop (IACD Conference February 2020)iNaturalist Workshop (IACD Conference February 2020)
iNaturalist Workshop (IACD Conference February 2020)
 
Linking Conservation, Equity and Poverty Alleviation Understanding profiles ...
Linking Conservation, Equity and Poverty Alleviation  Understanding profiles ...Linking Conservation, Equity and Poverty Alleviation  Understanding profiles ...
Linking Conservation, Equity and Poverty Alleviation Understanding profiles ...
 
Bijoy Nandan S - UEI Day 2 - Kochi Jan18
Bijoy Nandan S - UEI Day 2 - Kochi Jan18Bijoy Nandan S - UEI Day 2 - Kochi Jan18
Bijoy Nandan S - UEI Day 2 - Kochi Jan18
 
How innovation platforms can facilitate sustainable intensification? insights...
How innovation platforms can facilitate sustainable intensification? insights...How innovation platforms can facilitate sustainable intensification? insights...
How innovation platforms can facilitate sustainable intensification? insights...
 
Technology in wildlife research
Technology in wildlife researchTechnology in wildlife research
Technology in wildlife research
 
Nationparks ppt
Nationparks pptNationparks ppt
Nationparks ppt
 
Artificial Intelligence presentation,
Artificial Intelligence  presentation,Artificial Intelligence  presentation,
Artificial Intelligence presentation,
 
Intersection of AI and Biotechnology.pptx
Intersection of AI and Biotechnology.pptxIntersection of AI and Biotechnology.pptx
Intersection of AI and Biotechnology.pptx
 

Mais de Dr.A.Prabaharan Professor & Research Director, Public Action

Mais de Dr.A.Prabaharan Professor & Research Director, Public Action (20)

Sociology of Machine Learning.pptx Explained
Sociology of Machine Learning.pptx  ExplainedSociology of Machine Learning.pptx  Explained
Sociology of Machine Learning.pptx Explained
 
Role of Businesses in AI Future.pptx Industry
Role of Businesses in AI Future.pptx   IndustryRole of Businesses in AI Future.pptx   Industry
Role of Businesses in AI Future.pptx Industry
 
Role of Individuals in ArIifical Intelligence's Future.pptx
Role of Individuals in ArIifical Intelligence's Future.pptxRole of Individuals in ArIifical Intelligence's Future.pptx
Role of Individuals in ArIifical Intelligence's Future.pptx
 
Artificial Intelligence (AI) and Human Learning.pptx
Artificial Intelligence (AI) and Human Learning.pptxArtificial Intelligence (AI) and Human Learning.pptx
Artificial Intelligence (AI) and Human Learning.pptx
 
Artificial Intelligence (AI) and Human Behaviour.pptx
Artificial Intelligence (AI) and Human Behaviour.pptxArtificial Intelligence (AI) and Human Behaviour.pptx
Artificial Intelligence (AI) and Human Behaviour.pptx
 
Artificial Intelligence (AI) and Human Emotion.pptx
Artificial Intelligence (AI) and Human Emotion.pptxArtificial Intelligence (AI) and Human Emotion.pptx
Artificial Intelligence (AI) and Human Emotion.pptx
 
Artificial Intelligence (AI) and Human Communication.pptx
Artificial Intelligence (AI) and Human Communication.pptxArtificial Intelligence (AI) and Human Communication.pptx
Artificial Intelligence (AI) and Human Communication.pptx
 
Artificial Intelligence (AI) and Human Interaction.pptx
Artificial Intelligence (AI) and Human Interaction.pptxArtificial Intelligence (AI) and Human Interaction.pptx
Artificial Intelligence (AI) and Human Interaction.pptx
 
Artificial Intelligence (AI) and Future Technology.pptx
Artificial Intelligence (AI) and Future Technology.pptxArtificial Intelligence (AI) and Future Technology.pptx
Artificial Intelligence (AI) and Future Technology.pptx
 
Artificial Intelligence (AI) and Future Society.pptx
Artificial Intelligence (AI) and Future Society.pptxArtificial Intelligence (AI) and Future Society.pptx
Artificial Intelligence (AI) and Future Society.pptx
 
Artificial Intelligence (AI) and Future Economy.pptx
Artificial Intelligence (AI) and Future Economy.pptxArtificial Intelligence (AI) and Future Economy.pptx
Artificial Intelligence (AI) and Future Economy.pptx
 
Artificial Intelligence (AI) and Future Jobs.pptx
Artificial Intelligence (AI) and Future Jobs.pptxArtificial Intelligence (AI) and Future Jobs.pptx
Artificial Intelligence (AI) and Future Jobs.pptx
 
Artificial Intelligence (AI) and Cultural Innovation.pptx
Artificial Intelligence (AI) and Cultural Innovation.pptxArtificial Intelligence (AI) and Cultural Innovation.pptx
Artificial Intelligence (AI) and Cultural Innovation.pptx
 
Artificial Intelligence (AI) and Social Innovation.pptx
Artificial Intelligence (AI) and Social Innovation.pptxArtificial Intelligence (AI) and Social Innovation.pptx
Artificial Intelligence (AI) and Social Innovation.pptx
 
Artificial Intelligence (AI) and Business Innovation.pptx
Artificial Intelligence (AI) and Business Innovation.pptxArtificial Intelligence (AI) and Business Innovation.pptx
Artificial Intelligence (AI) and Business Innovation.pptx
 
Artificial Intelligence (AI) and Technological Innovation.pptx
Artificial Intelligence (AI) and Technological Innovation.pptxArtificial Intelligence (AI) and Technological Innovation.pptx
Artificial Intelligence (AI) and Technological Innovation.pptx
 
Artificial Intelligence (AI) and Scientific Research.pptx
Artificial Intelligence (AI) and Scientific Research.pptxArtificial Intelligence (AI) and Scientific Research.pptx
Artificial Intelligence (AI) and Scientific Research.pptx
 
Artificial Intelligence (AI) and Innovation.pptx
Artificial Intelligence (AI) and Innovation.pptxArtificial Intelligence (AI) and Innovation.pptx
Artificial Intelligence (AI) and Innovation.pptx
 
Artificial Intelligence (AI) and Health Development.pptx
Artificial Intelligence (AI) and Health Development.pptxArtificial Intelligence (AI) and Health Development.pptx
Artificial Intelligence (AI) and Health Development.pptx
 
Artificial Intelligence (AI) and Education Development.pptx
Artificial Intelligence (AI) and Education Development.pptxArtificial Intelligence (AI) and Education Development.pptx
Artificial Intelligence (AI) and Education Development.pptx
 

Último

Breaking Down the Flutterwave Scandal What You Need to Know.pdf
Breaking Down the Flutterwave Scandal What You Need to Know.pdfBreaking Down the Flutterwave Scandal What You Need to Know.pdf
Breaking Down the Flutterwave Scandal What You Need to Know.pdf
UK Journal
 

Último (20)

ECS 2024 Teams Premium - Pretty Secure
ECS 2024   Teams Premium - Pretty SecureECS 2024   Teams Premium - Pretty Secure
ECS 2024 Teams Premium - Pretty Secure
 
Intro in Product Management - Коротко про професію продакт менеджера
Intro in Product Management - Коротко про професію продакт менеджераIntro in Product Management - Коротко про професію продакт менеджера
Intro in Product Management - Коротко про професію продакт менеджера
 
Overview of Hyperledger Foundation
Overview of Hyperledger FoundationOverview of Hyperledger Foundation
Overview of Hyperledger Foundation
 
Working together SRE & Platform Engineering
Working together SRE & Platform EngineeringWorking together SRE & Platform Engineering
Working together SRE & Platform Engineering
 
WebAssembly is Key to Better LLM Performance
WebAssembly is Key to Better LLM PerformanceWebAssembly is Key to Better LLM Performance
WebAssembly is Key to Better LLM Performance
 
Secure Zero Touch enabled Edge compute with Dell NativeEdge via FDO _ Brad at...
Secure Zero Touch enabled Edge compute with Dell NativeEdge via FDO _ Brad at...Secure Zero Touch enabled Edge compute with Dell NativeEdge via FDO _ Brad at...
Secure Zero Touch enabled Edge compute with Dell NativeEdge via FDO _ Brad at...
 
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdfLinux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
 
PLAI - Acceleration Program for Generative A.I. Startups
PLAI - Acceleration Program for Generative A.I. StartupsPLAI - Acceleration Program for Generative A.I. Startups
PLAI - Acceleration Program for Generative A.I. Startups
 
What's New in Teams Calling, Meetings and Devices April 2024
What's New in Teams Calling, Meetings and Devices April 2024What's New in Teams Calling, Meetings and Devices April 2024
What's New in Teams Calling, Meetings and Devices April 2024
 
Simplified FDO Manufacturing Flow with TPMs _ Liam at Infineon.pdf
Simplified FDO Manufacturing Flow with TPMs _ Liam at Infineon.pdfSimplified FDO Manufacturing Flow with TPMs _ Liam at Infineon.pdf
Simplified FDO Manufacturing Flow with TPMs _ Liam at Infineon.pdf
 
Syngulon - Selection technology May 2024.pdf
Syngulon - Selection technology May 2024.pdfSyngulon - Selection technology May 2024.pdf
Syngulon - Selection technology May 2024.pdf
 
Where to Learn More About FDO _ Richard at FIDO Alliance.pdf
Where to Learn More About FDO _ Richard at FIDO Alliance.pdfWhere to Learn More About FDO _ Richard at FIDO Alliance.pdf
Where to Learn More About FDO _ Richard at FIDO Alliance.pdf
 
A Business-Centric Approach to Design System Strategy
A Business-Centric Approach to Design System StrategyA Business-Centric Approach to Design System Strategy
A Business-Centric Approach to Design System Strategy
 
AI presentation and introduction - Retrieval Augmented Generation RAG 101
AI presentation and introduction - Retrieval Augmented Generation RAG 101AI presentation and introduction - Retrieval Augmented Generation RAG 101
AI presentation and introduction - Retrieval Augmented Generation RAG 101
 
Oauth 2.0 Introduction and Flows with MuleSoft
Oauth 2.0 Introduction and Flows with MuleSoftOauth 2.0 Introduction and Flows with MuleSoft
Oauth 2.0 Introduction and Flows with MuleSoft
 
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
 
Easier, Faster, and More Powerful – Notes Document Properties Reimagined
Easier, Faster, and More Powerful – Notes Document Properties ReimaginedEasier, Faster, and More Powerful – Notes Document Properties Reimagined
Easier, Faster, and More Powerful – Notes Document Properties Reimagined
 
Continuing Bonds Through AI: A Hermeneutic Reflection on Thanabots
Continuing Bonds Through AI: A Hermeneutic Reflection on ThanabotsContinuing Bonds Through AI: A Hermeneutic Reflection on Thanabots
Continuing Bonds Through AI: A Hermeneutic Reflection on Thanabots
 
Google I/O Extended 2024 Warsaw
Google I/O Extended 2024 WarsawGoogle I/O Extended 2024 Warsaw
Google I/O Extended 2024 Warsaw
 
Breaking Down the Flutterwave Scandal What You Need to Know.pdf
Breaking Down the Flutterwave Scandal What You Need to Know.pdfBreaking Down the Flutterwave Scandal What You Need to Know.pdf
Breaking Down the Flutterwave Scandal What You Need to Know.pdf
 

Artificial Intelligence in Conservation.pptx

  • 1. Artificial Intelligence in Conservation Dr. A. Prabaharan Professor & Research Director Public Action www.indopraba.blogspot.com
  • 2. AI in Conservation • Artificial Intelligence (AI) plays a crucial role in conservation efforts, offering innovative solutions to address various challenges related to biodiversity loss, habitat degradation, and environmental monitoring. • Here are several ways AI is applied in conservation www.indopraba.blogspot.com
  • 3. Wildlife Monitoring • Camera Trap Analysis: • AI-powered algorithms analyze camera trap images to identify and count different wildlife species. • This aids researchers in monitoring population trends, studying behavior, and identifying rare or endangered species. • Acoustic Monitoring: • AI is used to process audio recordings from ecosystems, helping identify and classify animal sounds. • This is particularly valuable in monitoring elusive or nocturnal species. www.indopraba.blogspot.com
  • 4. Species Identification • Image Recognition: • AI applications, often using deep learning techniques, can identify plant and animal species from images. • This facilitates rapid biodiversity assessments and contributes to citizen science initiatives. • Genetic Identification: • AI assists in analyzing genetic data to identify and track individual animals, helping in population genetics studies and monitoring of endangered species. www.indopraba.blogspot.com
  • 5. Habitat Monitoring • Satellite Data Analysis: • AI processes satellite imagery to monitor changes in land cover, deforestation, and habitat loss. • This information is crucial for assessing the health of ecosystems and implementing conservation measures. • Drones and Aerial Surveys: AI aids in analyzing data collected from drones and aerial surveys, providing high-resolution images for habitat monitoring, anti-poaching efforts, and environmental impact assessments. www.indopraba.blogspot.com
  • 6. Anti-Poaching and Illegal Activity Detection • Surveillance Systems: AI-powered surveillance systems use cameras and sensors to detect and alert authorities to illegal activities, such as poaching or logging. • This helps in real-time intervention and enforcement. • Pattern Recognition: AI algorithms analyze patterns in data to predict and identify potential illegal activities, enhancing the effectiveness of conservation law enforcement. www.indopraba.blogspot.com
  • 7. Conservation Planning • Land Use Optimization: • AI assists in optimizing land use planning by analyzing ecological and environmental data. • This helps identify priority areas for conservation, habitat restoration, and sustainable land management. • Climate Change Impact Assessment: AI models assess the potential impact of climate change on ecosystems, guiding conservation strategies to increase resilience and adaptive capacity. www.indopraba.blogspot.com
  • 8. Citizen Science and Public Engagement • Mobile Apps and Chatbots: • AI-powered mobile applications and chatbots engage the public in citizen science projects, enabling users to contribute to data collection, species identification, and conservation awareness. • Education Platforms: • AI is used to develop interactive educational platforms that raise awareness about conservation issues, biodiversity, and sustainable practices. www.indopraba.blogspot.com
  • 9. Restoration and Rewilding • Ecological Restoration Planning: • AI analyzes data on soil health, climate, and vegetation to optimize ecological restoration projects. • This includes reforestation, wetland restoration, and other initiatives to rehabilitate degraded ecosystems. • Rewilding Strategies: • AI contributes to developing rewilding strategies by identifying suitable areas for reintroducing species, considering ecological connectivity and potential impacts on local ecosystems. www.indopraba.blogspot.com
  • 10. Challenges and Considerations • Data Quality and Bias: • Ensuring that AI models are trained on diverse and unbiased datasets is crucial for accurate species identification and monitoring. • Ethical Use of AI: • Ethical considerations, including transparency and privacy, are important when applying AI in conservation, especially in areas where human and environmental interests intersect. • Capacity Building: • Building local capacity and expertise in AI applications for conservation is essential to ensure effective implementation and long-term success. www.indopraba.blogspot.com
  • 11. Future Trends • Advancements in Sensor Technologies: Continued improvements in sensor technologies, including remote sensing and wildlife tracking devices, will enhance the quality and quantity of data available for AI applications. • Integration with Traditional Ecological Knowledge: Combining AI-driven insights with traditional ecological knowledge enhances the effectiveness and cultural relevance of conservation efforts. • Global Collaboration: Increased collaboration between conservation organizations, governments, and technology companies to share data and expertise, fostering a more comprehensive and coordinated approach. www.indopraba.blogspot.com