SlideShare une entreprise Scribd logo
1  sur  12
Télécharger pour lire hors ligne
Does Synthetic Data
Hold The Secret To
Artificial Intelligence?
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
Title
Text
IntroductionIntroduction
Could synthetic data be the solution to rapidly train artificial intelligence (AI)
algorithms?
There are advantages and disadvantages to synthetic data; however, many
technology experts believe that synthetic data is the key to democratizing
machine learning and to accelerate testing and adoption of artificial intelligence
algorithms into our daily lives.
Does Synthetic Data Hold The Secret To
Artificial Intelligence?
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
What Is Synthetic Data?
When a computer artificially manufactures data rather than measures and
collects it from real-world situations it’s called synthetic data. The data is
anonymized and created based on the user-specified parameters so that it’s as
close as possible to the properties of data from real-world scenarios.
One way to create synthetic data is to use real-world data but strip the
identifying aspects such as names, emails, social security numbers and
addresses from the data set so that it is anonymized.
A generative model, one that can learn from real data, can also create a data set
that closely resembles the properties of authentic data. As technology gets
better, the gap between synthetic data and real data diminishes.
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
What Is Synthetic Data?
Synthetic data is useful in many situations. Similar to how a research scientist
might use synthetic material to complete experiments at low risk, data scientists
can leverage synthetic data to minimize time, cost and risk.
In some cases, there isn’t a large enough data set available to train a machine
learning algorithm effectively for every possible scenario so creating a data set
can ensure comprehensive training.
In other cases, real-world data cannot be used for testing, training or quality-
assurance purposes due to privacy concerns, because the data is sensitive or it is
for a highly regulated industry.
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
The Advantages of Synthetic Data
Huge data sets are what powers deep learning and artificial intelligence
algorithms that are expected to help solve very challenging issues.
Companies such as Google, Facebook and Amazon have had a competitive
advantage due to the amount of data they create daily as part of their business.
Synthetic data allows organizations of every size and resource levels the
possibility to also capitalize on learning that is powered by deep data sets which
ultimately can democratize machine learning.
Creating synthetic data is more efficient and cost-effective than collecting real-
world data in many cases. It can also be created on demand based on
specifications rather than needing to wait to collect data once it occurs in reality.
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
The Advantages of Synthetic Data
Synthetic data can also complement real-world data so that testing can occur
for every imaginable variable even there isn’t a good example in the real data
set. This allows organizations to accelerate the testing of system performance
and training of new systems.
The limitations for using real data for learning and testing are reduced when
using fabricated data sets. Recent research suggests that it is possible to get the
same results using synthetic data as you would with authentic data sets.
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
The Disadvantages of Synthetic Data
It can be challenging to create high-quality synthetic data especially if the
system is complex. It’s important that the generative model creating the
synthetic data is excellent or the data it generates will be affected.
If synthetic data isn’t nearly identical to a real-world data set, it can compromise
the quality of decision-making that is being done based on the data.
Even if synthetic data is really good, it is still a replica of specific properties of a
real data set. A model looks for trends to replicate, so some of the random
behaviours might be missed.
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
Applications of Synthetic Data
Whenever privacy concerns are an issue such as in the financial and healthcare
industries or an enormous data set is required to train machine learning
algorithms, synthetic data sets can propel progress.
Here are just a few applications of synthetic data:
• Synthetic data with record-level data can be used from healthcare
organizations to inform care protocols while protecting patient
confidentiality. Simulated X-rays are combined with actual X-rays to train AI
algorithms to identify conditions.
• Fraudulent activity detection systems can be tested and trained without
exposing personal financial records.
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
Applications of Synthetic Data
• DevOps teams use synthetic data to test software and ensure quality.
• Machine learning algorithms are often trained with synthetic data.
• Waymo tested its autonomous vehicles by driving 8 million miles on real
roads plus another 5 billion on simulated roadways. Other automakers are
using video games such as Grand Theft Auto to aid its self-driving
technology.
While synthetic data isn’t fool proof, it is an important tool to augment machine
learning algorithms when real data is too expensive to collect, inaccessible due
to privacy concerns or incomplete.
© 2017 Bernard Marr , Bernard Marr & Co. All rights reserved
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
Bernard Marr is an internationally best-selling author, popular keynote speaker, futurist, and a
strategic business & technology advisor to governments and companies. He helps
organisations improve their business performance, use data more intelligently, and
understand the implications of new technologies such as artificial intelligence, big data,
blockchains, and the Internet of Things.
LinkedIn has ranked Bernard as one of the world’s top 5 business influencers. He is a frequent
contributor to the World Economic Forum and writes a regular column for Forbes. Every day
Bernard actively engages his 1.5 million social media followers and shares content that
reaches millions of readers.
Visit The
Website
© 2017 Bernard Marr , Bernard Marr & Co. All rights reserved
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
Bernard Marr is an internationally best-selling author, popular keynote speaker, futurist, and a
strategic business & technology advisor to governments and companies. He helps
organisations improve their business performance, use data more intelligently, and
understand the implications of new technologies such as artificial intelligence, big data,
blockchains, and the Internet of Things.
LinkedIn has ranked Bernard as one of the world’s top 5 business influencers. He is a frequent
contributor to the World Economic Forum and writes a regular column for Forbes. Every day
Bernard actively engages his 1.5 million social media followers and shares content that
reaches millions of readers.
Visit The
Website
Title
Subtitle
Be the FIRST to receive news,
articles, insights and event
updates from Bernard Marr & Co
straight to your inbox.
Signing up is EASY! Simply fill out
the online form and we’ll be in
touch!
© 2018 Bernard Marr, Bernard Marr & Co. All rights reserved
BernardMarr
hello@bernardmarr.com
www.bernardmarr.com

Contenu connexe

Tendances

The Amazing Ways John Deere Uses Artificial Intelligence And Machine Vision T...
The Amazing Ways John Deere Uses Artificial Intelligence And Machine Vision T...The Amazing Ways John Deere Uses Artificial Intelligence And Machine Vision T...
The Amazing Ways John Deere Uses Artificial Intelligence And Machine Vision T...Bernard Marr
 
How Artificial Intelligence (AI) Is Used To Make Beer
How Artificial Intelligence (AI) Is Used To Make BeerHow Artificial Intelligence (AI) Is Used To Make Beer
How Artificial Intelligence (AI) Is Used To Make BeerBernard Marr
 
The 10 Best Examples Of How Companies Use Artificial Intelligence In Practice
The 10 Best Examples Of How Companies Use Artificial Intelligence In PracticeThe 10 Best Examples Of How Companies Use Artificial Intelligence In Practice
The 10 Best Examples Of How Companies Use Artificial Intelligence In PracticeBernard Marr
 
The Amazing Ways Artificial Intelligence Is Transforming The Music Industry
The Amazing Ways Artificial Intelligence Is Transforming The Music IndustryThe Amazing Ways Artificial Intelligence Is Transforming The Music Industry
The Amazing Ways Artificial Intelligence Is Transforming The Music IndustryBernard Marr
 
The Human Side of Artificial Intelligence
The Human Side of Artificial IntelligenceThe Human Side of Artificial Intelligence
The Human Side of Artificial IntelligenceBernard Marr
 
The 5 Biggest Technology Trends Disrupting Engineering And Design In 2020
The 5 Biggest Technology Trends Disrupting Engineering And Design In 2020The 5 Biggest Technology Trends Disrupting Engineering And Design In 2020
The 5 Biggest Technology Trends Disrupting Engineering And Design In 2020Bernard Marr
 
The Amazing Ways Alibaba Uses Artificial Intelligence And Machine Learning
The Amazing Ways Alibaba Uses Artificial Intelligence And Machine LearningThe Amazing Ways Alibaba Uses Artificial Intelligence And Machine Learning
The Amazing Ways Alibaba Uses Artificial Intelligence And Machine LearningBernard Marr
 
4 Steps To Using AI Ethically In Your Organization
4 Steps To Using AI Ethically In Your Organization 4 Steps To Using AI Ethically In Your Organization
4 Steps To Using AI Ethically In Your Organization Bernard Marr
 
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
 
Artificial Intelligence And Whisky Making: The Perfect Blend?
Artificial Intelligence And Whisky Making: The Perfect Blend?Artificial Intelligence And Whisky Making: The Perfect Blend?
Artificial Intelligence And Whisky Making: The Perfect Blend?Bernard Marr
 
The 7 Biggest Ethical Challenges of Artificial Intelligence
The 7 Biggest Ethical Challenges of Artificial IntelligenceThe 7 Biggest Ethical Challenges of Artificial Intelligence
The 7 Biggest Ethical Challenges of Artificial IntelligenceBernard Marr
 
Overcoming AI Challenges with IBM’s AI Ladder
Overcoming AI Challenges with IBM’s AI LadderOvercoming AI Challenges with IBM’s AI Ladder
Overcoming AI Challenges with IBM’s AI LadderBernard Marr
 
IBM Showcases Artificial Intelligence Superiority With Project Dabater
IBM Showcases Artificial Intelligence Superiority With Project DabaterIBM Showcases Artificial Intelligence Superiority With Project Dabater
IBM Showcases Artificial Intelligence Superiority With Project DabaterBernard Marr
 
What Are The Negative Impacts Of Artificial Intelligence (AI)?
What Are The Negative Impacts Of Artificial Intelligence (AI)?What Are The Negative Impacts Of Artificial Intelligence (AI)?
What Are The Negative Impacts Of Artificial Intelligence (AI)?Bernard Marr
 
What Is The Artificial Intelligence Of Things? When AI Meets IoT
What Is The Artificial Intelligence Of Things? When AI Meets IoTWhat Is The Artificial Intelligence Of Things? When AI Meets IoT
What Is The Artificial Intelligence Of Things? When AI Meets IoTBernard Marr
 
What Is Strong (General) AI? Here Are 9 Practical Examples
What Is Strong (General) AI? Here Are 9 Practical Examples What Is Strong (General) AI? Here Are 9 Practical Examples
What Is Strong (General) AI? Here Are 9 Practical Examples Bernard Marr
 
How Does Google Use Artificial Intelligence?
How Does Google Use Artificial Intelligence?How Does Google Use Artificial Intelligence?
How Does Google Use Artificial Intelligence?Bernard Marr
 
The New Global AI Arms Race: How Nations Must Compete On Artificial Intelligence
The New Global AI Arms Race: How Nations Must Compete On Artificial IntelligenceThe New Global AI Arms Race: How Nations Must Compete On Artificial Intelligence
The New Global AI Arms Race: How Nations Must Compete On Artificial IntelligenceBernard Marr
 
How To Solve AI’s Bias Problem, Create Emotional AIs, And Democratize AI With...
How To Solve AI’s Bias Problem, Create Emotional AIs, And Democratize AI With...How To Solve AI’s Bias Problem, Create Emotional AIs, And Democratize AI With...
How To Solve AI’s Bias Problem, Create Emotional AIs, And Democratize AI With...Bernard Marr
 

Tendances (20)

The Amazing Ways John Deere Uses Artificial Intelligence And Machine Vision T...
The Amazing Ways John Deere Uses Artificial Intelligence And Machine Vision T...The Amazing Ways John Deere Uses Artificial Intelligence And Machine Vision T...
The Amazing Ways John Deere Uses Artificial Intelligence And Machine Vision T...
 
ARTIFICIAL INTELLIGENCE COMES OF AGE.
ARTIFICIAL INTELLIGENCE COMES OF AGE.ARTIFICIAL INTELLIGENCE COMES OF AGE.
ARTIFICIAL INTELLIGENCE COMES OF AGE.
 
How Artificial Intelligence (AI) Is Used To Make Beer
How Artificial Intelligence (AI) Is Used To Make BeerHow Artificial Intelligence (AI) Is Used To Make Beer
How Artificial Intelligence (AI) Is Used To Make Beer
 
The 10 Best Examples Of How Companies Use Artificial Intelligence In Practice
The 10 Best Examples Of How Companies Use Artificial Intelligence In PracticeThe 10 Best Examples Of How Companies Use Artificial Intelligence In Practice
The 10 Best Examples Of How Companies Use Artificial Intelligence In Practice
 
The Amazing Ways Artificial Intelligence Is Transforming The Music Industry
The Amazing Ways Artificial Intelligence Is Transforming The Music IndustryThe Amazing Ways Artificial Intelligence Is Transforming The Music Industry
The Amazing Ways Artificial Intelligence Is Transforming The Music Industry
 
The Human Side of Artificial Intelligence
The Human Side of Artificial IntelligenceThe Human Side of Artificial Intelligence
The Human Side of Artificial Intelligence
 
The 5 Biggest Technology Trends Disrupting Engineering And Design In 2020
The 5 Biggest Technology Trends Disrupting Engineering And Design In 2020The 5 Biggest Technology Trends Disrupting Engineering And Design In 2020
The 5 Biggest Technology Trends Disrupting Engineering And Design In 2020
 
The Amazing Ways Alibaba Uses Artificial Intelligence And Machine Learning
The Amazing Ways Alibaba Uses Artificial Intelligence And Machine LearningThe Amazing Ways Alibaba Uses Artificial Intelligence And Machine Learning
The Amazing Ways Alibaba Uses Artificial Intelligence And Machine Learning
 
4 Steps To Using AI Ethically In Your Organization
4 Steps To Using AI Ethically In Your Organization 4 Steps To Using AI Ethically In Your Organization
4 Steps To Using AI Ethically In Your Organization
 
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
 
Artificial Intelligence And Whisky Making: The Perfect Blend?
Artificial Intelligence And Whisky Making: The Perfect Blend?Artificial Intelligence And Whisky Making: The Perfect Blend?
Artificial Intelligence And Whisky Making: The Perfect Blend?
 
The 7 Biggest Ethical Challenges of Artificial Intelligence
The 7 Biggest Ethical Challenges of Artificial IntelligenceThe 7 Biggest Ethical Challenges of Artificial Intelligence
The 7 Biggest Ethical Challenges of Artificial Intelligence
 
Overcoming AI Challenges with IBM’s AI Ladder
Overcoming AI Challenges with IBM’s AI LadderOvercoming AI Challenges with IBM’s AI Ladder
Overcoming AI Challenges with IBM’s AI Ladder
 
IBM Showcases Artificial Intelligence Superiority With Project Dabater
IBM Showcases Artificial Intelligence Superiority With Project DabaterIBM Showcases Artificial Intelligence Superiority With Project Dabater
IBM Showcases Artificial Intelligence Superiority With Project Dabater
 
What Are The Negative Impacts Of Artificial Intelligence (AI)?
What Are The Negative Impacts Of Artificial Intelligence (AI)?What Are The Negative Impacts Of Artificial Intelligence (AI)?
What Are The Negative Impacts Of Artificial Intelligence (AI)?
 
What Is The Artificial Intelligence Of Things? When AI Meets IoT
What Is The Artificial Intelligence Of Things? When AI Meets IoTWhat Is The Artificial Intelligence Of Things? When AI Meets IoT
What Is The Artificial Intelligence Of Things? When AI Meets IoT
 
What Is Strong (General) AI? Here Are 9 Practical Examples
What Is Strong (General) AI? Here Are 9 Practical Examples What Is Strong (General) AI? Here Are 9 Practical Examples
What Is Strong (General) AI? Here Are 9 Practical Examples
 
How Does Google Use Artificial Intelligence?
How Does Google Use Artificial Intelligence?How Does Google Use Artificial Intelligence?
How Does Google Use Artificial Intelligence?
 
The New Global AI Arms Race: How Nations Must Compete On Artificial Intelligence
The New Global AI Arms Race: How Nations Must Compete On Artificial IntelligenceThe New Global AI Arms Race: How Nations Must Compete On Artificial Intelligence
The New Global AI Arms Race: How Nations Must Compete On Artificial Intelligence
 
How To Solve AI’s Bias Problem, Create Emotional AIs, And Democratize AI With...
How To Solve AI’s Bias Problem, Create Emotional AIs, And Democratize AI With...How To Solve AI’s Bias Problem, Create Emotional AIs, And Democratize AI With...
How To Solve AI’s Bias Problem, Create Emotional AIs, And Democratize AI With...
 

Similaire à Does Synthetic Data Hold The Secret To Artificial Intelligence?

Should I Choose Machine Learning or Big Data?
Should I Choose Machine Learning or Big Data?Should I Choose Machine Learning or Big Data?
Should I Choose Machine Learning or Big Data?Bernard Marr
 
Artificial Intelligence Explained: What Are Generative Adversarial Networks (...
Artificial Intelligence Explained: What Are Generative Adversarial Networks (...Artificial Intelligence Explained: What Are Generative Adversarial Networks (...
Artificial Intelligence Explained: What Are Generative Adversarial Networks (...Bernard Marr
 
Artificial Intelligence: What Is Reinforcement Learning?
Artificial Intelligence: What Is Reinforcement Learning?Artificial Intelligence: What Is Reinforcement Learning?
Artificial Intelligence: What Is Reinforcement Learning?Bernard Marr
 
DataRobot - 머신러닝 자동화 플랫폼
DataRobot - 머신러닝 자동화 플랫폼DataRobot - 머신러닝 자동화 플랫폼
DataRobot - 머신러닝 자동화 플랫폼Sutaek Kim
 
What Is Unstructured Data And Why Is It So Important To Businesses?
What Is Unstructured Data And Why Is It So Important To Businesses?What Is Unstructured Data And Why Is It So Important To Businesses?
What Is Unstructured Data And Why Is It So Important To Businesses?Bernard Marr
 
Module 6 The Future of Big and Smart Data- Online
Module 6 The Future of Big and Smart Data- Online Module 6 The Future of Big and Smart Data- Online
Module 6 The Future of Big and Smart Data- Online caniceconsulting
 
Data Has A Shelf Life: Why You Should Be Thinking About Real-Time Analytics
Data Has A Shelf Life: Why You Should Be Thinking About Real-Time AnalyticsData Has A Shelf Life: Why You Should Be Thinking About Real-Time Analytics
Data Has A Shelf Life: Why You Should Be Thinking About Real-Time AnalyticsBernard Marr
 
ISC2 Privacy-Preserving Analytics and Secure Multiparty Computation
ISC2 Privacy-Preserving Analytics and Secure Multiparty ComputationISC2 Privacy-Preserving Analytics and Secure Multiparty Computation
ISC2 Privacy-Preserving Analytics and Secure Multiparty ComputationUlfMattsson7
 
The future of FinTech product using pervasive Machine Learning automation - A...
The future of FinTech product using pervasive Machine Learning automation - A...The future of FinTech product using pervasive Machine Learning automation - A...
The future of FinTech product using pervasive Machine Learning automation - A...Shift Conference
 
The Future of Enterprise AI Depends on Continuous Quality with Mike Gualtieri
The Future of Enterprise AI Depends on Continuous Quality with Mike GualtieriThe Future of Enterprise AI Depends on Continuous Quality with Mike Gualtieri
The Future of Enterprise AI Depends on Continuous Quality with Mike GualtieriEggplant
 
What's the future for data orchestration
What's the future for data orchestrationWhat's the future for data orchestration
What's the future for data orchestrationIIHEvents
 
7 Amazing Examples of Digital Twin Technology In Practice
7 Amazing Examples of Digital Twin Technology In Practice7 Amazing Examples of Digital Twin Technology In Practice
7 Amazing Examples of Digital Twin Technology In PracticeBernard Marr
 
Idiro Analytics - Analytics & Big Data
Idiro Analytics - Analytics & Big DataIdiro Analytics - Analytics & Big Data
Idiro Analytics - Analytics & Big DataIdiro Analytics
 
Smart Data Module 6 d drive the future
Smart Data Module 6 d drive the futureSmart Data Module 6 d drive the future
Smart Data Module 6 d drive the futurecaniceconsulting
 
Why Is Data Literacy Important For Any Business?
Why Is Data Literacy Important For Any Business?Why Is Data Literacy Important For Any Business?
Why Is Data Literacy Important For Any Business?Bernard Marr
 
Who is a Data Scientist? | How to become a Data Scientist? | Data Science Cou...
Who is a Data Scientist? | How to become a Data Scientist? | Data Science Cou...Who is a Data Scientist? | How to become a Data Scientist? | Data Science Cou...
Who is a Data Scientist? | How to become a Data Scientist? | Data Science Cou...Edureka!
 
Privacy preserving computing and secure multi-party computation ISACA Atlanta
Privacy preserving computing and secure multi-party computation ISACA AtlantaPrivacy preserving computing and secure multi-party computation ISACA Atlanta
Privacy preserving computing and secure multi-party computation ISACA AtlantaUlf Mattsson
 
Managing Data To Drive Competitive Advantage
Managing Data To Drive Competitive Advantage Managing Data To Drive Competitive Advantage
Managing Data To Drive Competitive Advantage Bernard Marr
 
Protecting data privacy in analytics and machine learning ISACA London UK
Protecting data privacy in analytics and machine learning ISACA London UKProtecting data privacy in analytics and machine learning ISACA London UK
Protecting data privacy in analytics and machine learning ISACA London UKUlf Mattsson
 
How To Get Started With Your AI Journey
How To Get Started With Your AI JourneyHow To Get Started With Your AI Journey
How To Get Started With Your AI JourneyBernard Marr
 

Similaire à Does Synthetic Data Hold The Secret To Artificial Intelligence? (20)

Should I Choose Machine Learning or Big Data?
Should I Choose Machine Learning or Big Data?Should I Choose Machine Learning or Big Data?
Should I Choose Machine Learning or Big Data?
 
Artificial Intelligence Explained: What Are Generative Adversarial Networks (...
Artificial Intelligence Explained: What Are Generative Adversarial Networks (...Artificial Intelligence Explained: What Are Generative Adversarial Networks (...
Artificial Intelligence Explained: What Are Generative Adversarial Networks (...
 
Artificial Intelligence: What Is Reinforcement Learning?
Artificial Intelligence: What Is Reinforcement Learning?Artificial Intelligence: What Is Reinforcement Learning?
Artificial Intelligence: What Is Reinforcement Learning?
 
DataRobot - 머신러닝 자동화 플랫폼
DataRobot - 머신러닝 자동화 플랫폼DataRobot - 머신러닝 자동화 플랫폼
DataRobot - 머신러닝 자동화 플랫폼
 
What Is Unstructured Data And Why Is It So Important To Businesses?
What Is Unstructured Data And Why Is It So Important To Businesses?What Is Unstructured Data And Why Is It So Important To Businesses?
What Is Unstructured Data And Why Is It So Important To Businesses?
 
Module 6 The Future of Big and Smart Data- Online
Module 6 The Future of Big and Smart Data- Online Module 6 The Future of Big and Smart Data- Online
Module 6 The Future of Big and Smart Data- Online
 
Data Has A Shelf Life: Why You Should Be Thinking About Real-Time Analytics
Data Has A Shelf Life: Why You Should Be Thinking About Real-Time AnalyticsData Has A Shelf Life: Why You Should Be Thinking About Real-Time Analytics
Data Has A Shelf Life: Why You Should Be Thinking About Real-Time Analytics
 
ISC2 Privacy-Preserving Analytics and Secure Multiparty Computation
ISC2 Privacy-Preserving Analytics and Secure Multiparty ComputationISC2 Privacy-Preserving Analytics and Secure Multiparty Computation
ISC2 Privacy-Preserving Analytics and Secure Multiparty Computation
 
The future of FinTech product using pervasive Machine Learning automation - A...
The future of FinTech product using pervasive Machine Learning automation - A...The future of FinTech product using pervasive Machine Learning automation - A...
The future of FinTech product using pervasive Machine Learning automation - A...
 
The Future of Enterprise AI Depends on Continuous Quality with Mike Gualtieri
The Future of Enterprise AI Depends on Continuous Quality with Mike GualtieriThe Future of Enterprise AI Depends on Continuous Quality with Mike Gualtieri
The Future of Enterprise AI Depends on Continuous Quality with Mike Gualtieri
 
What's the future for data orchestration
What's the future for data orchestrationWhat's the future for data orchestration
What's the future for data orchestration
 
7 Amazing Examples of Digital Twin Technology In Practice
7 Amazing Examples of Digital Twin Technology In Practice7 Amazing Examples of Digital Twin Technology In Practice
7 Amazing Examples of Digital Twin Technology In Practice
 
Idiro Analytics - Analytics & Big Data
Idiro Analytics - Analytics & Big DataIdiro Analytics - Analytics & Big Data
Idiro Analytics - Analytics & Big Data
 
Smart Data Module 6 d drive the future
Smart Data Module 6 d drive the futureSmart Data Module 6 d drive the future
Smart Data Module 6 d drive the future
 
Why Is Data Literacy Important For Any Business?
Why Is Data Literacy Important For Any Business?Why Is Data Literacy Important For Any Business?
Why Is Data Literacy Important For Any Business?
 
Who is a Data Scientist? | How to become a Data Scientist? | Data Science Cou...
Who is a Data Scientist? | How to become a Data Scientist? | Data Science Cou...Who is a Data Scientist? | How to become a Data Scientist? | Data Science Cou...
Who is a Data Scientist? | How to become a Data Scientist? | Data Science Cou...
 
Privacy preserving computing and secure multi-party computation ISACA Atlanta
Privacy preserving computing and secure multi-party computation ISACA AtlantaPrivacy preserving computing and secure multi-party computation ISACA Atlanta
Privacy preserving computing and secure multi-party computation ISACA Atlanta
 
Managing Data To Drive Competitive Advantage
Managing Data To Drive Competitive Advantage Managing Data To Drive Competitive Advantage
Managing Data To Drive Competitive Advantage
 
Protecting data privacy in analytics and machine learning ISACA London UK
Protecting data privacy in analytics and machine learning ISACA London UKProtecting data privacy in analytics and machine learning ISACA London UK
Protecting data privacy in analytics and machine learning ISACA London UK
 
How To Get Started With Your AI Journey
How To Get Started With Your AI JourneyHow To Get Started With Your AI Journey
How To Get Started With Your AI Journey
 

Plus de Bernard Marr

How To Use Meta’s Horizon Workrooms For Business
How To Use Meta’s Horizon Workrooms For BusinessHow To Use Meta’s Horizon Workrooms For Business
How To Use Meta’s Horizon Workrooms For BusinessBernard Marr
 
Is This The Downfall Of Meta And Social Media As We Know It?
Is This The Downfall Of Meta And Social Media As We Know It?Is This The Downfall Of Meta And Social Media As We Know It?
Is This The Downfall Of Meta And Social Media As We Know It?Bernard Marr
 
The Top Five Cybersecurity Trends In 2023
The Top Five Cybersecurity Trends In 2023The Top Five Cybersecurity Trends In 2023
The Top Five Cybersecurity Trends In 2023Bernard Marr
 
The Top 5 Technology Challenges In 2023
The Top 5 Technology Challenges In 2023The Top 5 Technology Challenges In 2023
The Top 5 Technology Challenges In 2023Bernard Marr
 
12 Practical Steps To Handle Change At Work
12 Practical Steps To Handle Change At Work 12 Practical Steps To Handle Change At Work
12 Practical Steps To Handle Change At Work Bernard Marr
 
The Top 12 Virtual Networking Tips To Boost Your Career
The Top 12 Virtual Networking Tips To Boost Your CareerThe Top 12 Virtual Networking Tips To Boost Your Career
The Top 12 Virtual Networking Tips To Boost Your CareerBernard Marr
 
How AI And Machine Learning Will Impact The Future Of Healthcare
How AI And Machine Learning Will Impact The Future Of HealthcareHow AI And Machine Learning Will Impact The Future Of Healthcare
How AI And Machine Learning Will Impact The Future Of HealthcareBernard Marr
 
Is AI Really a Job Killer? These Experts Say No
Is AI Really a Job Killer? These Experts Say NoIs AI Really a Job Killer? These Experts Say No
Is AI Really a Job Killer? These Experts Say NoBernard Marr
 
Cultural Intelligence (CQ) Is An Important Predictor Of Success. Here’s How T...
Cultural Intelligence (CQ) Is An Important Predictor Of Success. Here’s How T...Cultural Intelligence (CQ) Is An Important Predictor Of Success. Here’s How T...
Cultural Intelligence (CQ) Is An Important Predictor Of Success. Here’s How T...Bernard Marr
 
13 Easy Steps To Improve Your Critical Thinking Skills
13 Easy Steps To Improve Your Critical Thinking Skills13 Easy Steps To Improve Your Critical Thinking Skills
13 Easy Steps To Improve Your Critical Thinking SkillsBernard Marr
 
The World of Metaverse Entertainment: Concerts, Theme Parks, And Movies
The World of Metaverse Entertainment: Concerts, Theme Parks, And MoviesThe World of Metaverse Entertainment: Concerts, Theme Parks, And Movies
The World of Metaverse Entertainment: Concerts, Theme Parks, And MoviesBernard Marr
 
The 4 Digital Skills Everyone Will Need For The Future of Work
The 4 Digital Skills Everyone Will Need For The Future of WorkThe 4 Digital Skills Everyone Will Need For The Future of Work
The 4 Digital Skills Everyone Will Need For The Future of WorkBernard Marr
 
9 Practical Ways To Enhance Your Emotional Intelligence
9 Practical Ways To Enhance Your Emotional Intelligence9 Practical Ways To Enhance Your Emotional Intelligence
9 Practical Ways To Enhance Your Emotional IntelligenceBernard Marr
 
The 20 Most Important Skills Everyone Needs To Succeed In A Digital World
The 20 Most Important Skills Everyone Needs To Succeed In A Digital WorldThe 20 Most Important Skills Everyone Needs To Succeed In A Digital World
The 20 Most Important Skills Everyone Needs To Succeed In A Digital WorldBernard Marr
 
How Shell Is Using Web3 And Blockchain For Sustainability And Energy Transition
How Shell Is Using Web3 And Blockchain For Sustainability And Energy TransitionHow Shell Is Using Web3 And Blockchain For Sustainability And Energy Transition
How Shell Is Using Web3 And Blockchain For Sustainability And Energy TransitionBernard Marr
 
Why Humility Is An Important Leadership Quality
Why Humility Is An Important Leadership QualityWhy Humility Is An Important Leadership Quality
Why Humility Is An Important Leadership QualityBernard Marr
 
Why Every Business Needs To Prepare For The Shifting Talent Pool
Why Every Business Needs To Prepare For The Shifting Talent PoolWhy Every Business Needs To Prepare For The Shifting Talent Pool
Why Every Business Needs To Prepare For The Shifting Talent PoolBernard Marr
 
The Future Of Work: 4-Day Week And Pioneering Ideas At Virgin Money
The Future Of Work: 4-Day Week And Pioneering Ideas At Virgin MoneyThe Future Of Work: 4-Day Week And Pioneering Ideas At Virgin Money
The Future Of Work: 4-Day Week And Pioneering Ideas At Virgin MoneyBernard Marr
 
10 Skills Robots Can’t Replace In The Workplace (Yet)
10 Skills Robots Can’t Replace In The Workplace (Yet)10 Skills Robots Can’t Replace In The Workplace (Yet)
10 Skills Robots Can’t Replace In The Workplace (Yet)Bernard Marr
 
The Future Trends In Mobility And Transportation
The Future Trends In Mobility And TransportationThe Future Trends In Mobility And Transportation
The Future Trends In Mobility And TransportationBernard Marr
 

Plus de Bernard Marr (20)

How To Use Meta’s Horizon Workrooms For Business
How To Use Meta’s Horizon Workrooms For BusinessHow To Use Meta’s Horizon Workrooms For Business
How To Use Meta’s Horizon Workrooms For Business
 
Is This The Downfall Of Meta And Social Media As We Know It?
Is This The Downfall Of Meta And Social Media As We Know It?Is This The Downfall Of Meta And Social Media As We Know It?
Is This The Downfall Of Meta And Social Media As We Know It?
 
The Top Five Cybersecurity Trends In 2023
The Top Five Cybersecurity Trends In 2023The Top Five Cybersecurity Trends In 2023
The Top Five Cybersecurity Trends In 2023
 
The Top 5 Technology Challenges In 2023
The Top 5 Technology Challenges In 2023The Top 5 Technology Challenges In 2023
The Top 5 Technology Challenges In 2023
 
12 Practical Steps To Handle Change At Work
12 Practical Steps To Handle Change At Work 12 Practical Steps To Handle Change At Work
12 Practical Steps To Handle Change At Work
 
The Top 12 Virtual Networking Tips To Boost Your Career
The Top 12 Virtual Networking Tips To Boost Your CareerThe Top 12 Virtual Networking Tips To Boost Your Career
The Top 12 Virtual Networking Tips To Boost Your Career
 
How AI And Machine Learning Will Impact The Future Of Healthcare
How AI And Machine Learning Will Impact The Future Of HealthcareHow AI And Machine Learning Will Impact The Future Of Healthcare
How AI And Machine Learning Will Impact The Future Of Healthcare
 
Is AI Really a Job Killer? These Experts Say No
Is AI Really a Job Killer? These Experts Say NoIs AI Really a Job Killer? These Experts Say No
Is AI Really a Job Killer? These Experts Say No
 
Cultural Intelligence (CQ) Is An Important Predictor Of Success. Here’s How T...
Cultural Intelligence (CQ) Is An Important Predictor Of Success. Here’s How T...Cultural Intelligence (CQ) Is An Important Predictor Of Success. Here’s How T...
Cultural Intelligence (CQ) Is An Important Predictor Of Success. Here’s How T...
 
13 Easy Steps To Improve Your Critical Thinking Skills
13 Easy Steps To Improve Your Critical Thinking Skills13 Easy Steps To Improve Your Critical Thinking Skills
13 Easy Steps To Improve Your Critical Thinking Skills
 
The World of Metaverse Entertainment: Concerts, Theme Parks, And Movies
The World of Metaverse Entertainment: Concerts, Theme Parks, And MoviesThe World of Metaverse Entertainment: Concerts, Theme Parks, And Movies
The World of Metaverse Entertainment: Concerts, Theme Parks, And Movies
 
The 4 Digital Skills Everyone Will Need For The Future of Work
The 4 Digital Skills Everyone Will Need For The Future of WorkThe 4 Digital Skills Everyone Will Need For The Future of Work
The 4 Digital Skills Everyone Will Need For The Future of Work
 
9 Practical Ways To Enhance Your Emotional Intelligence
9 Practical Ways To Enhance Your Emotional Intelligence9 Practical Ways To Enhance Your Emotional Intelligence
9 Practical Ways To Enhance Your Emotional Intelligence
 
The 20 Most Important Skills Everyone Needs To Succeed In A Digital World
The 20 Most Important Skills Everyone Needs To Succeed In A Digital WorldThe 20 Most Important Skills Everyone Needs To Succeed In A Digital World
The 20 Most Important Skills Everyone Needs To Succeed In A Digital World
 
How Shell Is Using Web3 And Blockchain For Sustainability And Energy Transition
How Shell Is Using Web3 And Blockchain For Sustainability And Energy TransitionHow Shell Is Using Web3 And Blockchain For Sustainability And Energy Transition
How Shell Is Using Web3 And Blockchain For Sustainability And Energy Transition
 
Why Humility Is An Important Leadership Quality
Why Humility Is An Important Leadership QualityWhy Humility Is An Important Leadership Quality
Why Humility Is An Important Leadership Quality
 
Why Every Business Needs To Prepare For The Shifting Talent Pool
Why Every Business Needs To Prepare For The Shifting Talent PoolWhy Every Business Needs To Prepare For The Shifting Talent Pool
Why Every Business Needs To Prepare For The Shifting Talent Pool
 
The Future Of Work: 4-Day Week And Pioneering Ideas At Virgin Money
The Future Of Work: 4-Day Week And Pioneering Ideas At Virgin MoneyThe Future Of Work: 4-Day Week And Pioneering Ideas At Virgin Money
The Future Of Work: 4-Day Week And Pioneering Ideas At Virgin Money
 
10 Skills Robots Can’t Replace In The Workplace (Yet)
10 Skills Robots Can’t Replace In The Workplace (Yet)10 Skills Robots Can’t Replace In The Workplace (Yet)
10 Skills Robots Can’t Replace In The Workplace (Yet)
 
The Future Trends In Mobility And Transportation
The Future Trends In Mobility And TransportationThe Future Trends In Mobility And Transportation
The Future Trends In Mobility And Transportation
 

Dernier

How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?sonikadigital1
 
Mapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptxMapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptxVenkatasubramani13
 
Master's Thesis - Data Science - Presentation
Master's Thesis - Data Science - PresentationMaster's Thesis - Data Science - Presentation
Master's Thesis - Data Science - PresentationGiorgio Carbone
 
CI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual interventionCI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual interventionajayrajaganeshkayala
 
Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...PrithaVashisht1
 
The Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayerThe Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayerPavel Šabatka
 
ChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics InfrastructureChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics Infrastructuresonikadigital1
 
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024Guido X Jansen
 
SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024Becky Burwell
 
AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)Data & Analytics Magazin
 
5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best Practices5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best PracticesDataArchiva
 
Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023Vladislav Solodkiy
 
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptxTINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptxDwiAyuSitiHartinah
 
MEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptMEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptaigil2
 
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityStrategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityAggregage
 
YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.JasonViviers2
 
Virtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product IntroductionVirtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product Introductionsanjaymuralee1
 

Dernier (17)

How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?
 
Mapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptxMapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptx
 
Master's Thesis - Data Science - Presentation
Master's Thesis - Data Science - PresentationMaster's Thesis - Data Science - Presentation
Master's Thesis - Data Science - Presentation
 
CI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual interventionCI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual intervention
 
Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...
 
The Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayerThe Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayer
 
ChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics InfrastructureChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics Infrastructure
 
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
 
SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024
 
AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)
 
5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best Practices5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best Practices
 
Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023
 
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptxTINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
 
MEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptMEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .ppt
 
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityStrategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
 
YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.
 
Virtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product IntroductionVirtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product Introduction
 

Does Synthetic Data Hold The Secret To Artificial Intelligence?

  • 1. Does Synthetic Data Hold The Secret To Artificial Intelligence?
  • 2. © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved Title Text IntroductionIntroduction Could synthetic data be the solution to rapidly train artificial intelligence (AI) algorithms? There are advantages and disadvantages to synthetic data; however, many technology experts believe that synthetic data is the key to democratizing machine learning and to accelerate testing and adoption of artificial intelligence algorithms into our daily lives. Does Synthetic Data Hold The Secret To Artificial Intelligence?
  • 3. © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved What Is Synthetic Data? When a computer artificially manufactures data rather than measures and collects it from real-world situations it’s called synthetic data. The data is anonymized and created based on the user-specified parameters so that it’s as close as possible to the properties of data from real-world scenarios. One way to create synthetic data is to use real-world data but strip the identifying aspects such as names, emails, social security numbers and addresses from the data set so that it is anonymized. A generative model, one that can learn from real data, can also create a data set that closely resembles the properties of authentic data. As technology gets better, the gap between synthetic data and real data diminishes.
  • 4. © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved What Is Synthetic Data? Synthetic data is useful in many situations. Similar to how a research scientist might use synthetic material to complete experiments at low risk, data scientists can leverage synthetic data to minimize time, cost and risk. In some cases, there isn’t a large enough data set available to train a machine learning algorithm effectively for every possible scenario so creating a data set can ensure comprehensive training. In other cases, real-world data cannot be used for testing, training or quality- assurance purposes due to privacy concerns, because the data is sensitive or it is for a highly regulated industry.
  • 5. © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved The Advantages of Synthetic Data Huge data sets are what powers deep learning and artificial intelligence algorithms that are expected to help solve very challenging issues. Companies such as Google, Facebook and Amazon have had a competitive advantage due to the amount of data they create daily as part of their business. Synthetic data allows organizations of every size and resource levels the possibility to also capitalize on learning that is powered by deep data sets which ultimately can democratize machine learning. Creating synthetic data is more efficient and cost-effective than collecting real- world data in many cases. It can also be created on demand based on specifications rather than needing to wait to collect data once it occurs in reality.
  • 6. © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved The Advantages of Synthetic Data Synthetic data can also complement real-world data so that testing can occur for every imaginable variable even there isn’t a good example in the real data set. This allows organizations to accelerate the testing of system performance and training of new systems. The limitations for using real data for learning and testing are reduced when using fabricated data sets. Recent research suggests that it is possible to get the same results using synthetic data as you would with authentic data sets.
  • 7. © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved The Disadvantages of Synthetic Data It can be challenging to create high-quality synthetic data especially if the system is complex. It’s important that the generative model creating the synthetic data is excellent or the data it generates will be affected. If synthetic data isn’t nearly identical to a real-world data set, it can compromise the quality of decision-making that is being done based on the data. Even if synthetic data is really good, it is still a replica of specific properties of a real data set. A model looks for trends to replicate, so some of the random behaviours might be missed.
  • 8. © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved Applications of Synthetic Data Whenever privacy concerns are an issue such as in the financial and healthcare industries or an enormous data set is required to train machine learning algorithms, synthetic data sets can propel progress. Here are just a few applications of synthetic data: • Synthetic data with record-level data can be used from healthcare organizations to inform care protocols while protecting patient confidentiality. Simulated X-rays are combined with actual X-rays to train AI algorithms to identify conditions. • Fraudulent activity detection systems can be tested and trained without exposing personal financial records.
  • 9. © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved Applications of Synthetic Data • DevOps teams use synthetic data to test software and ensure quality. • Machine learning algorithms are often trained with synthetic data. • Waymo tested its autonomous vehicles by driving 8 million miles on real roads plus another 5 billion on simulated roadways. Other automakers are using video games such as Grand Theft Auto to aid its self-driving technology. While synthetic data isn’t fool proof, it is an important tool to augment machine learning algorithms when real data is too expensive to collect, inaccessible due to privacy concerns or incomplete.
  • 10. © 2017 Bernard Marr , Bernard Marr & Co. All rights reserved © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved Bernard Marr is an internationally best-selling author, popular keynote speaker, futurist, and a strategic business & technology advisor to governments and companies. He helps organisations improve their business performance, use data more intelligently, and understand the implications of new technologies such as artificial intelligence, big data, blockchains, and the Internet of Things. LinkedIn has ranked Bernard as one of the world’s top 5 business influencers. He is a frequent contributor to the World Economic Forum and writes a regular column for Forbes. Every day Bernard actively engages his 1.5 million social media followers and shares content that reaches millions of readers. Visit The Website © 2017 Bernard Marr , Bernard Marr & Co. All rights reserved © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved Bernard Marr is an internationally best-selling author, popular keynote speaker, futurist, and a strategic business & technology advisor to governments and companies. He helps organisations improve their business performance, use data more intelligently, and understand the implications of new technologies such as artificial intelligence, big data, blockchains, and the Internet of Things. LinkedIn has ranked Bernard as one of the world’s top 5 business influencers. He is a frequent contributor to the World Economic Forum and writes a regular column for Forbes. Every day Bernard actively engages his 1.5 million social media followers and shares content that reaches millions of readers. Visit The Website
  • 11. Title Subtitle Be the FIRST to receive news, articles, insights and event updates from Bernard Marr & Co straight to your inbox. Signing up is EASY! Simply fill out the online form and we’ll be in touch! © 2018 Bernard Marr, Bernard Marr & Co. All rights reserved