SlideShare a Scribd company logo
4 Critical Requirements for
Building Truly Intelligent AI Models
#DATAFORAI
The market for AI is
expected to reach
$191Bby 2024*
However…
85%AI projects will fail*
*Gartner, 2019 #DATAFORAI
Common Challenges
Sinking Most AI Projects
• Scarcity of semantically enriched data -
structured or unstructured
• Lack of clean, accurate, quality data
• Inability to interpret the “right data” to
answer specific business questions
• Insufficient resources of subject matter
experts to interpret and annotate data
#DATAFORAI
Data-related challenges
are a top reason (our)
clients have halted or
canceled artificial-
intelligence projects.
Arvind Krishna
SVP, Cloud & Cognitive Software
Companies pursuing AI projects
generally lack an expert
understanding of what data is
needed for machine-learning
models and struggle with preparing
data in a way that’s beneficial to
those systems.
Michele Goetz
Principal Analyst
You can’t feed the
algorithms if you don’t have
data. Solid, clean data in
large volumes, well-tagged
and well organized is
crucial.
Michael Conlin
Chief Data Officer
CHALLENGES ECOHED ACROSS THE INDUSTRY
#DATAFORAI
R A H U L S I N G H A L
C H I E F P R O D U C T O F F I C E R
#DATAFORAI
“Bringing business rules into
ontologies and taxonomies are
critical to solve AI challenges.
The Key to AI Success:
Annotation and Labeling
• 80% of AI project time spent on data preparation*
• Companies spend 5X as much on internal data labeling than
with 3rd parties*
• Annotation and labeling is essential for training AI and machine
learning; it’s what makes them truly intelligent
• Even small errors could prove to be disastrous, therefore
human-annotated data is essential
• Humans are simply better than computers at managing
subjectivity, understanding intent, and coping with ambiguity
*Cognilytica, 2019
#DATAFORAI
4WAYS TO BRING
INTELLIGENCE TO AI
#DATAFORAI
Having access to the right raw data set has
proven to be a critical factor in piloting an AI
project. Raw data is information that has typically
not been processed or analyzed and is routinely
considered inoperable. But deeper analysis can
yield opportunities to turn raw data into useful
insight.
01
#DATAFORAI
RAW DATA
Ontologies play a critical role in machine learning.
According to the Wikipedia definition, ontologies are
"formal naming and definition of the types, properties,
and interrelationships of the entities that really or
fundamentally exist for a particular domain of discourse."
In other words, ontologies give meaning to things.
Think of this as teaching your AI to communicate using a
common language. It is critical to identify the problem
statement and understand how AI can interpret data to
semantically solve a certain use case. The need for out-of-
box ontologies or availability of client ontologies that can
be used as the basis to form the data labeling is critical.
02
#DATAFORAI
ONTOLOGIES
Annotation (also known as data labeling) is quite critical to
ensuring your AI and machine learning projects can scale. It
provides that initial setup for training a machine learning model
with what it needs to understand and how to discriminate
against various inputs to come up with accurate outputs. There
are many different types of data annotation, depending on what
kind of form the data is in.
It can range from image and video annotation, text
categorization, semantic annotation, and content
categorization. Humans are needed to identify and annotate
specific data so machines can learn to identify and classy
information. Without these labels, the machine learning
algorithm will have a difficult time computing the necessary
attributes. How data is annotated and labeled brings us to our
next and most crucial requirement: subject matter expertise.
03
#DATAFORAI
ANNOTATION
Our clients have learned how important it is to have subject
matter experts (SME) that understand their specific industry and
complex needs. This goes back to the need for annotated data. If
there are even slight errors in the data or in the training sets
used to create predictive models, the consequences can be
potentially catastrophic. That’s why the need for specific domain
expertise is so crucial, and why human knowledge still plays a
pivotal role in artificial intelligence.
For example, being able to interpret complex legal obligations
and agreements from ISDA contracts require legal specialists
that can identify and label the most appropriate information.
The same goes for other fields like science and medicine where
deep understanding and fluency of the content cannot be taken
for granted.
04
#DATAFORAI
SUBJECT MATTER
EXPERTS
#DATAFORAI
GRAB OUR GUIDE TO AI
TO LEARN MORE
www.innodata.com/machine-learning-tips/

More Related Content

What's hot

XMANAI Technical Project Overview
XMANAI Technical Project OverviewXMANAI Technical Project Overview
XMANAI Technical Project Overview
XMANAI
 
Intellact
IntellactIntellact
Intellact
Mark Morrell
 
Big Data, Data Visualization, Machine Learning & Artificial Intelligence by...
Big Data, Data Visualization, Machine Learning  &  Artificial Intelligence by...Big Data, Data Visualization, Machine Learning  &  Artificial Intelligence by...
Big Data, Data Visualization, Machine Learning & Artificial Intelligence by...
VIVEK PHALKE
 
LSET’s GUIDE FOR ETHICAL HACKING
LSET’s GUIDE FOR ETHICAL HACKINGLSET’s GUIDE FOR ETHICAL HACKING
LSET’s GUIDE FOR ETHICAL HACKING
ActonRoy
 
AI-SDV 2020: AI, IoT, Blockchain & Co: How to keep track and take advantage o...
AI-SDV 2020: AI, IoT, Blockchain & Co: How to keep track and take advantage o...AI-SDV 2020: AI, IoT, Blockchain & Co: How to keep track and take advantage o...
AI-SDV 2020: AI, IoT, Blockchain & Co: How to keep track and take advantage o...
Dr. Haxel Consult
 
AI-SDV 2020: Can There Be Profitable Revenue from an AI Deployment? The Upsid...
AI-SDV 2020: Can There Be Profitable Revenue from an AI Deployment? The Upsid...AI-SDV 2020: Can There Be Profitable Revenue from an AI Deployment? The Upsid...
AI-SDV 2020: Can There Be Profitable Revenue from an AI Deployment? The Upsid...
Dr. Haxel Consult
 
Insights Driven Intelligence through Knowledge Graphs
Insights Driven Intelligence through Knowledge GraphsInsights Driven Intelligence through Knowledge Graphs
Insights Driven Intelligence through Knowledge Graphs
Neo4j
 
Weiyan Zhao, Nationwide Insurance - A Decade of Data Science. The Nationwide ...
Weiyan Zhao, Nationwide Insurance - A Decade of Data Science. The Nationwide ...Weiyan Zhao, Nationwide Insurance - A Decade of Data Science. The Nationwide ...
Weiyan Zhao, Nationwide Insurance - A Decade of Data Science. The Nationwide ...
Sri Ambati
 
Machine learning from basics
Machine learning from basicsMachine learning from basics
Machine learning from basics
ActonRoy
 
Data analytics with managerial application ass 2
Data analytics with managerial application ass 2Data analytics with managerial application ass 2
Data analytics with managerial application ass 2
Nishant Kumar
 
Data Scientist
Data ScientistData Scientist
Data Scientist
Prince Barai
 
Data science team, a practice to setup
Data science team, a practice to setupData science team, a practice to setup
Data science team, a practice to setup
Omid Mogharian
 
Gerard Britton - Information Governance Alchemy: Turning A Proactive Data Nee...
Gerard Britton - Information Governance Alchemy: Turning A Proactive Data Nee...Gerard Britton - Information Governance Alchemy: Turning A Proactive Data Nee...
Gerard Britton - Information Governance Alchemy: Turning A Proactive Data Nee...
ARMA International
 
2018 Technology Trends in Business: The Experts Have Spoken
2018 Technology Trends in Business: The Experts Have Spoken 2018 Technology Trends in Business: The Experts Have Spoken
2018 Technology Trends in Business: The Experts Have Spoken
Sungard Availability Services
 
Machine Learning Applications to IoT
Machine Learning Applications to IoTMachine Learning Applications to IoT
Machine Learning Applications to IoT
Förderverein Technische Fakultät
 
Systems software engineer email list
Systems software engineer email listSystems software engineer email list
Systems software engineer email list
GloriaDylan
 

What's hot (16)

XMANAI Technical Project Overview
XMANAI Technical Project OverviewXMANAI Technical Project Overview
XMANAI Technical Project Overview
 
Intellact
IntellactIntellact
Intellact
 
Big Data, Data Visualization, Machine Learning & Artificial Intelligence by...
Big Data, Data Visualization, Machine Learning  &  Artificial Intelligence by...Big Data, Data Visualization, Machine Learning  &  Artificial Intelligence by...
Big Data, Data Visualization, Machine Learning & Artificial Intelligence by...
 
LSET’s GUIDE FOR ETHICAL HACKING
LSET’s GUIDE FOR ETHICAL HACKINGLSET’s GUIDE FOR ETHICAL HACKING
LSET’s GUIDE FOR ETHICAL HACKING
 
AI-SDV 2020: AI, IoT, Blockchain & Co: How to keep track and take advantage o...
AI-SDV 2020: AI, IoT, Blockchain & Co: How to keep track and take advantage o...AI-SDV 2020: AI, IoT, Blockchain & Co: How to keep track and take advantage o...
AI-SDV 2020: AI, IoT, Blockchain & Co: How to keep track and take advantage o...
 
AI-SDV 2020: Can There Be Profitable Revenue from an AI Deployment? The Upsid...
AI-SDV 2020: Can There Be Profitable Revenue from an AI Deployment? The Upsid...AI-SDV 2020: Can There Be Profitable Revenue from an AI Deployment? The Upsid...
AI-SDV 2020: Can There Be Profitable Revenue from an AI Deployment? The Upsid...
 
Insights Driven Intelligence through Knowledge Graphs
Insights Driven Intelligence through Knowledge GraphsInsights Driven Intelligence through Knowledge Graphs
Insights Driven Intelligence through Knowledge Graphs
 
Weiyan Zhao, Nationwide Insurance - A Decade of Data Science. The Nationwide ...
Weiyan Zhao, Nationwide Insurance - A Decade of Data Science. The Nationwide ...Weiyan Zhao, Nationwide Insurance - A Decade of Data Science. The Nationwide ...
Weiyan Zhao, Nationwide Insurance - A Decade of Data Science. The Nationwide ...
 
Machine learning from basics
Machine learning from basicsMachine learning from basics
Machine learning from basics
 
Data analytics with managerial application ass 2
Data analytics with managerial application ass 2Data analytics with managerial application ass 2
Data analytics with managerial application ass 2
 
Data Scientist
Data ScientistData Scientist
Data Scientist
 
Data science team, a practice to setup
Data science team, a practice to setupData science team, a practice to setup
Data science team, a practice to setup
 
Gerard Britton - Information Governance Alchemy: Turning A Proactive Data Nee...
Gerard Britton - Information Governance Alchemy: Turning A Proactive Data Nee...Gerard Britton - Information Governance Alchemy: Turning A Proactive Data Nee...
Gerard Britton - Information Governance Alchemy: Turning A Proactive Data Nee...
 
2018 Technology Trends in Business: The Experts Have Spoken
2018 Technology Trends in Business: The Experts Have Spoken 2018 Technology Trends in Business: The Experts Have Spoken
2018 Technology Trends in Business: The Experts Have Spoken
 
Machine Learning Applications to IoT
Machine Learning Applications to IoTMachine Learning Applications to IoT
Machine Learning Applications to IoT
 
Systems software engineer email list
Systems software engineer email listSystems software engineer email list
Systems software engineer email list
 

Similar to 4 Critical Requirements for Building Truly Intelligent AI Models

LIMITATIONS OF AI
LIMITATIONS OF AILIMITATIONS OF AI
LIMITATIONS OF AI
AdityaK52
 
best data science training in bangalore
best data science training in bangalorebest data science training in bangalore
best data science training in bangalore
nearlearn
 
AI Readiness: Five Areas Business Must Prepare for Success in Artificial Inte...
AI Readiness: Five Areas Business Must Prepare for Success in Artificial Inte...AI Readiness: Five Areas Business Must Prepare for Success in Artificial Inte...
AI Readiness: Five Areas Business Must Prepare for Success in Artificial Inte...
Kaleido Insights
 
3.BITOOLS - DIGITAL TRANSFORMATION AND STRATEGY
3.BITOOLS - DIGITAL TRANSFORMATION AND STRATEGY3.BITOOLS - DIGITAL TRANSFORMATION AND STRATEGY
3.BITOOLS - DIGITAL TRANSFORMATION AND STRATEGY
GeorgeDiamandis11
 
Orbyfy Overview - Solutions_vF_x.pdf
Orbyfy Overview - Solutions_vF_x.pdfOrbyfy Overview - Solutions_vF_x.pdf
Orbyfy Overview - Solutions_vF_x.pdf
Orbyfy
 
In the Dark? Understanding Big Data & AI: Talent Acquisition Strategies for 2018
In the Dark? Understanding Big Data & AI: Talent Acquisition Strategies for 2018In the Dark? Understanding Big Data & AI: Talent Acquisition Strategies for 2018
In the Dark? Understanding Big Data & AI: Talent Acquisition Strategies for 2018
Yoh Staffing Solutions
 
Applying AI & Search in Europe - featuring 451 Research
Applying AI & Search in Europe - featuring 451 ResearchApplying AI & Search in Europe - featuring 451 Research
Applying AI & Search in Europe - featuring 451 Research
Lucidworks
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial Intelligence
Laura Fernández Novell
 
Realizing_the_real_business_impact_of_gen_AI_white_paper.pdf
Realizing_the_real_business_impact_of_gen_AI_white_paper.pdfRealizing_the_real_business_impact_of_gen_AI_white_paper.pdf
Realizing_the_real_business_impact_of_gen_AI_white_paper.pdf
PhilipBasford
 
AI: Ready for Business
AI: Ready for BusinessAI: Ready for Business
AI: Ready for Business
Cognizant
 
Artificial intel impacts on organizational performance
Artificial intel impacts on organizational performanceArtificial intel impacts on organizational performance
Artificial intel impacts on organizational performance
Farooq Omar
 
Artificial Intelligence Impacts
Artificial Intelligence ImpactsArtificial Intelligence Impacts
Artificial Intelligence Impacts
Farooq Omar
 
Smart Contracts AI Article
Smart Contracts AI ArticleSmart Contracts AI Article
Smart Contracts AI Article
Shannon Copeland
 
Data science ai_trends_india_2020_analytics_india_magazine
Data science ai_trends_india_2020_analytics_india_magazineData science ai_trends_india_2020_analytics_india_magazine
Data science ai_trends_india_2020_analytics_india_magazine
Srishti Deoras
 
Why does telling a story with your data matters  Explain the impo.docx
Why does telling a story with your data matters  Explain the impo.docxWhy does telling a story with your data matters  Explain the impo.docx
Why does telling a story with your data matters  Explain the impo.docx
franknwest27899
 
What is the future of data science in 2024.pdf
What is the future of data science in 2024.pdfWhat is the future of data science in 2024.pdf
What is the future of data science in 2024.pdf
analyticsinsight2
 
Modernizing your information architecture with ai
Modernizing your information architecture with aiModernizing your information architecture with ai
Modernizing your information architecture with ai
ModusOptimum
 
Welcome to Data Science
Welcome to Data ScienceWelcome to Data Science
Welcome to Data Science
NyraSehgal
 
Evaluating the opportunity for embedded ai in data productivity tools
Evaluating the opportunity for embedded ai in data productivity toolsEvaluating the opportunity for embedded ai in data productivity tools
Evaluating the opportunity for embedded ai in data productivity tools
Neil Raden
 
Webinar: Guest Forrester Analyst Reveals Why Cognitive Search Matters for Eco...
Webinar: Guest Forrester Analyst Reveals Why Cognitive Search Matters for Eco...Webinar: Guest Forrester Analyst Reveals Why Cognitive Search Matters for Eco...
Webinar: Guest Forrester Analyst Reveals Why Cognitive Search Matters for Eco...
Lucidworks
 

Similar to 4 Critical Requirements for Building Truly Intelligent AI Models (20)

LIMITATIONS OF AI
LIMITATIONS OF AILIMITATIONS OF AI
LIMITATIONS OF AI
 
best data science training in bangalore
best data science training in bangalorebest data science training in bangalore
best data science training in bangalore
 
AI Readiness: Five Areas Business Must Prepare for Success in Artificial Inte...
AI Readiness: Five Areas Business Must Prepare for Success in Artificial Inte...AI Readiness: Five Areas Business Must Prepare for Success in Artificial Inte...
AI Readiness: Five Areas Business Must Prepare for Success in Artificial Inte...
 
3.BITOOLS - DIGITAL TRANSFORMATION AND STRATEGY
3.BITOOLS - DIGITAL TRANSFORMATION AND STRATEGY3.BITOOLS - DIGITAL TRANSFORMATION AND STRATEGY
3.BITOOLS - DIGITAL TRANSFORMATION AND STRATEGY
 
Orbyfy Overview - Solutions_vF_x.pdf
Orbyfy Overview - Solutions_vF_x.pdfOrbyfy Overview - Solutions_vF_x.pdf
Orbyfy Overview - Solutions_vF_x.pdf
 
In the Dark? Understanding Big Data & AI: Talent Acquisition Strategies for 2018
In the Dark? Understanding Big Data & AI: Talent Acquisition Strategies for 2018In the Dark? Understanding Big Data & AI: Talent Acquisition Strategies for 2018
In the Dark? Understanding Big Data & AI: Talent Acquisition Strategies for 2018
 
Applying AI & Search in Europe - featuring 451 Research
Applying AI & Search in Europe - featuring 451 ResearchApplying AI & Search in Europe - featuring 451 Research
Applying AI & Search in Europe - featuring 451 Research
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial Intelligence
 
Realizing_the_real_business_impact_of_gen_AI_white_paper.pdf
Realizing_the_real_business_impact_of_gen_AI_white_paper.pdfRealizing_the_real_business_impact_of_gen_AI_white_paper.pdf
Realizing_the_real_business_impact_of_gen_AI_white_paper.pdf
 
AI: Ready for Business
AI: Ready for BusinessAI: Ready for Business
AI: Ready for Business
 
Artificial intel impacts on organizational performance
Artificial intel impacts on organizational performanceArtificial intel impacts on organizational performance
Artificial intel impacts on organizational performance
 
Artificial Intelligence Impacts
Artificial Intelligence ImpactsArtificial Intelligence Impacts
Artificial Intelligence Impacts
 
Smart Contracts AI Article
Smart Contracts AI ArticleSmart Contracts AI Article
Smart Contracts AI Article
 
Data science ai_trends_india_2020_analytics_india_magazine
Data science ai_trends_india_2020_analytics_india_magazineData science ai_trends_india_2020_analytics_india_magazine
Data science ai_trends_india_2020_analytics_india_magazine
 
Why does telling a story with your data matters  Explain the impo.docx
Why does telling a story with your data matters  Explain the impo.docxWhy does telling a story with your data matters  Explain the impo.docx
Why does telling a story with your data matters  Explain the impo.docx
 
What is the future of data science in 2024.pdf
What is the future of data science in 2024.pdfWhat is the future of data science in 2024.pdf
What is the future of data science in 2024.pdf
 
Modernizing your information architecture with ai
Modernizing your information architecture with aiModernizing your information architecture with ai
Modernizing your information architecture with ai
 
Welcome to Data Science
Welcome to Data ScienceWelcome to Data Science
Welcome to Data Science
 
Evaluating the opportunity for embedded ai in data productivity tools
Evaluating the opportunity for embedded ai in data productivity toolsEvaluating the opportunity for embedded ai in data productivity tools
Evaluating the opportunity for embedded ai in data productivity tools
 
Webinar: Guest Forrester Analyst Reveals Why Cognitive Search Matters for Eco...
Webinar: Guest Forrester Analyst Reveals Why Cognitive Search Matters for Eco...Webinar: Guest Forrester Analyst Reveals Why Cognitive Search Matters for Eco...
Webinar: Guest Forrester Analyst Reveals Why Cognitive Search Matters for Eco...
 

Recently uploaded

Organizational Change Leadership Agile Tour Geneve 2024
Organizational Change Leadership Agile Tour Geneve 2024Organizational Change Leadership Agile Tour Geneve 2024
Organizational Change Leadership Agile Tour Geneve 2024
Kirill Klimov
 
Authentically Social by Corey Perlman - EO Puerto Rico
Authentically Social by Corey Perlman - EO Puerto RicoAuthentically Social by Corey Perlman - EO Puerto Rico
Authentically Social by Corey Perlman - EO Puerto Rico
Corey Perlman, Social Media Speaker and Consultant
 
amptalk_RecruitingDeck_english_2024.06.05
amptalk_RecruitingDeck_english_2024.06.05amptalk_RecruitingDeck_english_2024.06.05
amptalk_RecruitingDeck_english_2024.06.05
marketing317746
 
How are Lilac French Bulldogs Beauty Charming the World and Capturing Hearts....
How are Lilac French Bulldogs Beauty Charming the World and Capturing Hearts....How are Lilac French Bulldogs Beauty Charming the World and Capturing Hearts....
How are Lilac French Bulldogs Beauty Charming the World and Capturing Hearts....
Lacey Max
 
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challengesEvent Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Holger Mueller
 
Industrial Tech SW: Category Renewal and Creation
Industrial Tech SW:  Category Renewal and CreationIndustrial Tech SW:  Category Renewal and Creation
Industrial Tech SW: Category Renewal and Creation
Christian Dahlen
 
3 Simple Steps To Buy Verified Payoneer Account In 2024
3 Simple Steps To Buy Verified Payoneer Account In 20243 Simple Steps To Buy Verified Payoneer Account In 2024
3 Simple Steps To Buy Verified Payoneer Account In 2024
SEOSMMEARTH
 
How MJ Global Leads the Packaging Industry.pdf
How MJ Global Leads the Packaging Industry.pdfHow MJ Global Leads the Packaging Industry.pdf
How MJ Global Leads the Packaging Industry.pdf
MJ Global
 
Mastering B2B Payments Webinar from BlueSnap
Mastering B2B Payments Webinar from BlueSnapMastering B2B Payments Webinar from BlueSnap
Mastering B2B Payments Webinar from BlueSnap
Norma Mushkat Gaffin
 
Income Tax exemption for Start up : Section 80 IAC
Income Tax  exemption for Start up : Section 80 IACIncome Tax  exemption for Start up : Section 80 IAC
Income Tax exemption for Start up : Section 80 IAC
CA Dr. Prithvi Ranjan Parhi
 
Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...
Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...
Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...
my Pandit
 
Part 2 Deep Dive: Navigating the 2024 Slowdown
Part 2 Deep Dive: Navigating the 2024 SlowdownPart 2 Deep Dive: Navigating the 2024 Slowdown
Part 2 Deep Dive: Navigating the 2024 Slowdown
jeffkluth1
 
Digital Marketing with a Focus on Sustainability
Digital Marketing with a Focus on SustainabilityDigital Marketing with a Focus on Sustainability
Digital Marketing with a Focus on Sustainability
sssourabhsharma
 
Creative Web Design Company in Singapore
Creative Web Design Company in SingaporeCreative Web Design Company in Singapore
Creative Web Design Company in Singapore
techboxsqauremedia
 
The Heart of Leadership_ How Emotional Intelligence Drives Business Success B...
The Heart of Leadership_ How Emotional Intelligence Drives Business Success B...The Heart of Leadership_ How Emotional Intelligence Drives Business Success B...
The Heart of Leadership_ How Emotional Intelligence Drives Business Success B...
Stephen Cashman
 
HOW TO START UP A COMPANY A STEP-BY-STEP GUIDE.pdf
HOW TO START UP A COMPANY A STEP-BY-STEP GUIDE.pdfHOW TO START UP A COMPANY A STEP-BY-STEP GUIDE.pdf
HOW TO START UP A COMPANY A STEP-BY-STEP GUIDE.pdf
46adnanshahzad
 
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
AnnySerafinaLove
 
一比一原版新西兰奥塔哥大学毕业证(otago毕业证)如何办理
一比一原版新西兰奥塔哥大学毕业证(otago毕业证)如何办理一比一原版新西兰奥塔哥大学毕业证(otago毕业证)如何办理
一比一原版新西兰奥塔哥大学毕业证(otago毕业证)如何办理
taqyea
 
The Genesis of BriansClub.cm Famous Dark WEb Platform
The Genesis of BriansClub.cm Famous Dark WEb PlatformThe Genesis of BriansClub.cm Famous Dark WEb Platform
The Genesis of BriansClub.cm Famous Dark WEb Platform
SabaaSudozai
 
2024-6-01-IMPACTSilver-Corp-Presentation.pdf
2024-6-01-IMPACTSilver-Corp-Presentation.pdf2024-6-01-IMPACTSilver-Corp-Presentation.pdf
2024-6-01-IMPACTSilver-Corp-Presentation.pdf
hartfordclub1
 

Recently uploaded (20)

Organizational Change Leadership Agile Tour Geneve 2024
Organizational Change Leadership Agile Tour Geneve 2024Organizational Change Leadership Agile Tour Geneve 2024
Organizational Change Leadership Agile Tour Geneve 2024
 
Authentically Social by Corey Perlman - EO Puerto Rico
Authentically Social by Corey Perlman - EO Puerto RicoAuthentically Social by Corey Perlman - EO Puerto Rico
Authentically Social by Corey Perlman - EO Puerto Rico
 
amptalk_RecruitingDeck_english_2024.06.05
amptalk_RecruitingDeck_english_2024.06.05amptalk_RecruitingDeck_english_2024.06.05
amptalk_RecruitingDeck_english_2024.06.05
 
How are Lilac French Bulldogs Beauty Charming the World and Capturing Hearts....
How are Lilac French Bulldogs Beauty Charming the World and Capturing Hearts....How are Lilac French Bulldogs Beauty Charming the World and Capturing Hearts....
How are Lilac French Bulldogs Beauty Charming the World and Capturing Hearts....
 
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challengesEvent Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
 
Industrial Tech SW: Category Renewal and Creation
Industrial Tech SW:  Category Renewal and CreationIndustrial Tech SW:  Category Renewal and Creation
Industrial Tech SW: Category Renewal and Creation
 
3 Simple Steps To Buy Verified Payoneer Account In 2024
3 Simple Steps To Buy Verified Payoneer Account In 20243 Simple Steps To Buy Verified Payoneer Account In 2024
3 Simple Steps To Buy Verified Payoneer Account In 2024
 
How MJ Global Leads the Packaging Industry.pdf
How MJ Global Leads the Packaging Industry.pdfHow MJ Global Leads the Packaging Industry.pdf
How MJ Global Leads the Packaging Industry.pdf
 
Mastering B2B Payments Webinar from BlueSnap
Mastering B2B Payments Webinar from BlueSnapMastering B2B Payments Webinar from BlueSnap
Mastering B2B Payments Webinar from BlueSnap
 
Income Tax exemption for Start up : Section 80 IAC
Income Tax  exemption for Start up : Section 80 IACIncome Tax  exemption for Start up : Section 80 IAC
Income Tax exemption for Start up : Section 80 IAC
 
Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...
Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...
Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...
 
Part 2 Deep Dive: Navigating the 2024 Slowdown
Part 2 Deep Dive: Navigating the 2024 SlowdownPart 2 Deep Dive: Navigating the 2024 Slowdown
Part 2 Deep Dive: Navigating the 2024 Slowdown
 
Digital Marketing with a Focus on Sustainability
Digital Marketing with a Focus on SustainabilityDigital Marketing with a Focus on Sustainability
Digital Marketing with a Focus on Sustainability
 
Creative Web Design Company in Singapore
Creative Web Design Company in SingaporeCreative Web Design Company in Singapore
Creative Web Design Company in Singapore
 
The Heart of Leadership_ How Emotional Intelligence Drives Business Success B...
The Heart of Leadership_ How Emotional Intelligence Drives Business Success B...The Heart of Leadership_ How Emotional Intelligence Drives Business Success B...
The Heart of Leadership_ How Emotional Intelligence Drives Business Success B...
 
HOW TO START UP A COMPANY A STEP-BY-STEP GUIDE.pdf
HOW TO START UP A COMPANY A STEP-BY-STEP GUIDE.pdfHOW TO START UP A COMPANY A STEP-BY-STEP GUIDE.pdf
HOW TO START UP A COMPANY A STEP-BY-STEP GUIDE.pdf
 
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
 
一比一原版新西兰奥塔哥大学毕业证(otago毕业证)如何办理
一比一原版新西兰奥塔哥大学毕业证(otago毕业证)如何办理一比一原版新西兰奥塔哥大学毕业证(otago毕业证)如何办理
一比一原版新西兰奥塔哥大学毕业证(otago毕业证)如何办理
 
The Genesis of BriansClub.cm Famous Dark WEb Platform
The Genesis of BriansClub.cm Famous Dark WEb PlatformThe Genesis of BriansClub.cm Famous Dark WEb Platform
The Genesis of BriansClub.cm Famous Dark WEb Platform
 
2024-6-01-IMPACTSilver-Corp-Presentation.pdf
2024-6-01-IMPACTSilver-Corp-Presentation.pdf2024-6-01-IMPACTSilver-Corp-Presentation.pdf
2024-6-01-IMPACTSilver-Corp-Presentation.pdf
 

4 Critical Requirements for Building Truly Intelligent AI Models

  • 1. 4 Critical Requirements for Building Truly Intelligent AI Models #DATAFORAI
  • 2. The market for AI is expected to reach $191Bby 2024* However… 85%AI projects will fail* *Gartner, 2019 #DATAFORAI
  • 3. Common Challenges Sinking Most AI Projects • Scarcity of semantically enriched data - structured or unstructured • Lack of clean, accurate, quality data • Inability to interpret the “right data” to answer specific business questions • Insufficient resources of subject matter experts to interpret and annotate data #DATAFORAI
  • 4. Data-related challenges are a top reason (our) clients have halted or canceled artificial- intelligence projects. Arvind Krishna SVP, Cloud & Cognitive Software Companies pursuing AI projects generally lack an expert understanding of what data is needed for machine-learning models and struggle with preparing data in a way that’s beneficial to those systems. Michele Goetz Principal Analyst You can’t feed the algorithms if you don’t have data. Solid, clean data in large volumes, well-tagged and well organized is crucial. Michael Conlin Chief Data Officer CHALLENGES ECOHED ACROSS THE INDUSTRY #DATAFORAI
  • 5. R A H U L S I N G H A L C H I E F P R O D U C T O F F I C E R #DATAFORAI “Bringing business rules into ontologies and taxonomies are critical to solve AI challenges.
  • 6. The Key to AI Success: Annotation and Labeling • 80% of AI project time spent on data preparation* • Companies spend 5X as much on internal data labeling than with 3rd parties* • Annotation and labeling is essential for training AI and machine learning; it’s what makes them truly intelligent • Even small errors could prove to be disastrous, therefore human-annotated data is essential • Humans are simply better than computers at managing subjectivity, understanding intent, and coping with ambiguity *Cognilytica, 2019 #DATAFORAI
  • 7. 4WAYS TO BRING INTELLIGENCE TO AI #DATAFORAI
  • 8. Having access to the right raw data set has proven to be a critical factor in piloting an AI project. Raw data is information that has typically not been processed or analyzed and is routinely considered inoperable. But deeper analysis can yield opportunities to turn raw data into useful insight. 01 #DATAFORAI RAW DATA
  • 9. Ontologies play a critical role in machine learning. According to the Wikipedia definition, ontologies are "formal naming and definition of the types, properties, and interrelationships of the entities that really or fundamentally exist for a particular domain of discourse." In other words, ontologies give meaning to things. Think of this as teaching your AI to communicate using a common language. It is critical to identify the problem statement and understand how AI can interpret data to semantically solve a certain use case. The need for out-of- box ontologies or availability of client ontologies that can be used as the basis to form the data labeling is critical. 02 #DATAFORAI ONTOLOGIES
  • 10. Annotation (also known as data labeling) is quite critical to ensuring your AI and machine learning projects can scale. It provides that initial setup for training a machine learning model with what it needs to understand and how to discriminate against various inputs to come up with accurate outputs. There are many different types of data annotation, depending on what kind of form the data is in. It can range from image and video annotation, text categorization, semantic annotation, and content categorization. Humans are needed to identify and annotate specific data so machines can learn to identify and classy information. Without these labels, the machine learning algorithm will have a difficult time computing the necessary attributes. How data is annotated and labeled brings us to our next and most crucial requirement: subject matter expertise. 03 #DATAFORAI ANNOTATION
  • 11. Our clients have learned how important it is to have subject matter experts (SME) that understand their specific industry and complex needs. This goes back to the need for annotated data. If there are even slight errors in the data or in the training sets used to create predictive models, the consequences can be potentially catastrophic. That’s why the need for specific domain expertise is so crucial, and why human knowledge still plays a pivotal role in artificial intelligence. For example, being able to interpret complex legal obligations and agreements from ISDA contracts require legal specialists that can identify and label the most appropriate information. The same goes for other fields like science and medicine where deep understanding and fluency of the content cannot be taken for granted. 04 #DATAFORAI SUBJECT MATTER EXPERTS
  • 12. #DATAFORAI GRAB OUR GUIDE TO AI TO LEARN MORE www.innodata.com/machine-learning-tips/

Editor's Notes

  1. Intro, what I do at Dun & Bradstreet