Skip to content
cognixia-logo-white-text
  • Contact
  • Profile
  • Approach
  • Companies

    Cognixia Approach Uncover skill gaps in your human capital, acquire agile training solutions, and plot your roadmap to a future-proofed workforce. Get Started Workforce Transformation Enterprise digital empowerment starts with a digitally-enabled workforce. Discover how Cognixia can deliver the right mix of skills to your talent. Transform Now Hire Skilled Talent Transform your talent acquisition…


    Know More
    Quick Link
    CompaniesCompanies
    Companies
    • Workforce Transformation

      Upskill your existing workforce with our digital training solutions Hire digitally native talent to solve your? digital needs Rewire by Cognixia Full team of industry veterans as trainers Customized training solutions to suit the needs of companies 24/7 support for learners anywhere in the world Course completion certification A globally-recognized certificate after course completion. Hands-on…


      Know More
      Quick Link
      Workforce TransformationWorkforce Transformation
      Workforce Transformation
    • Hire Skilled Talent

      Hire digitally native talent to solve your digital needs Skills Attitude Assessments Mindset Assessments Location Based To know more about JUMP Contact Us


      Know More
      Quick Link
      Hire Skilled TalentHire Skilled Talent
      Hire Skilled Talent
  • Individuals

    Upgrade Your Digital Skills Specialize your talents, learn new skills and stay indispensable to your organization with Cognixia’s upskilling programs. Learn More   ❱ Get Hired Fast-track your path to career growth with thousands of fresh opportunities and find the job you’ve always dreamed of. Learn More   ❱


    Know More
    Quick Link
    IndividualsIndividuals
    Individuals
    • Upgrade Your Digital Skills

      Enhance your digital skillset with our robust course offering Direct mentorship with experienced instructors Classroom, virtual, self-paced and hybrid learning modes Lifetime access to all training materials To know more on what course you should pick Contact Us


      Know More
      Quick Link
      Upgrade Your Digital SkillsUpgrade Your Digital Skills
      Upgrade Your Digital Skills
    • Get Hired

      Apply today to launch your digital career Apply Get Trained Location Based To know more about JUMP Contact Us


      Know More
      Quick Link
      Get HiredGet Hired
      Get Hired
  • Courses

    Dive into the latest technology frameworks and business paradigms to build a future-proofed career


    Know More
    Quick Link
    CoursesCourses
    Courses
    • Industry

      • Global Aviation
      • Global Automobile
      • Global BFSI
      • Global E-commerce
      • Global Food-tech
      • Global Healthcare
      • Global Media and Entertainment
      • Global Oil and Gas
      • Global Pharmaceutical
      • Global Telecommunication

      Know More
      Quick Link
      IndustryIndustry
      Industry
    • Application Development

      • Python v3.7
      • Self-Paced Python Developer Training
      • Self-Paced Java Programming Training

      Know More
      Quick Link
      Python v3.7Python v3.7
      Application Development
    • Big Data and Analytics

      • CouchDB
      • Self-Paced Analytics with R
      • Self-Paced Big Data Hadoop Administrator Training
      • Self-Paced Big Data Hadoop Developer Training

      Know More
      Quick Link
      Cassandra DeveloperCassandra Developer
      Big Data and Analytics
    • Business Intelligence

      • QlikView
      • Microstrategy

      Know More
      Quick Link
      MicrostrategyMicrostrategy
      Business Intelligence
    • Cloud and DevOps

      • Cloud Development Professional Training
      • Advanced Ansible Training
      • DevOps Training
      • Advanced DevOps Training
      • GCP- Google Cloud Platform
      • DevOps Plus Training
      • Cloud Computing with AWS Training

      Know More
      Quick Link
      DevOps Plus TrainingDevOps Plus Training
      Cloud and DevOps
    • Cyber Security

      • Cyber Crime and Cyber Security Training
      • Self-Paced Linux Administration Training

      Know More
      Quick Link
      Cyber Crime and Cyber Security TrainingCyber Crime and Cyber Security Training
      Cyber Security
    • Development

      • Docker and Kubernetes Bootcamp
      • FULL Stack (MEAN) Developer Training
      • Google Certified Android App Development Training
      • Blockchain Training
      • Apache Spark & Scala Training
      • Big Data Hadoop Administrator Training
      • Big Data Hadoop Developer Training

      Know More
      Quick Link
      Docker and Kubernetes TrainingDocker and Kubernetes Training
      Development
    • Internet of Things

      • Internet of Things Security Expert Training
      • IoT Analytics Training
      • Internet of Things (IoT) with Amazon Web Services (AWS)
      • IoT Security Training
      • Self-Paced Internet of Things
      • Azure IoT

      Know More
      Quick Link
      Internet of Things (IoT) TrainingInternet of Things (IoT) Training
      Internet of Things
    • ITIL® and IT Service Management

      • ITIL® 4 Awareness
      • ITIL® Service Operations
      • ITIL® Foundation (v3, 2011)
      • ITIL® 4 Foundation
      • ITIL® Service Design

      Know More
      Quick Link
      ITIL® 4 FoundationITIL® 4 Foundation
      ITIL® and IT Service Management
    • Java/J2EE

      • Web Services
      • Spring Cloud
      • Node.js
      • Angular.JS
      • Spring Boot

      Know More
      Quick Link
      Spring BootSpring Boot
      Java/J2EE
    • Machine Learning and Analytics

      • Tableau Training
      • Machine Learning, AI, & Deep Learning Training
      • Machine Learning with Python and R
      • Advanced Machine Learning with Deep Learning Training
      • Machine Learning with Python Training

      Know More
      Quick Link
      Machine Learning with Python TrainingMachine Learning with Python Training
      Machine Learning and Analytics
    • Management

      • PMP Training
      • Certified Scrum Master Training
      • Six Sigma Black Belt Training
      • Six Sigma Green Belt Training

      Know More
      Quick Link
      PMP TrainingPMP Training
      Management
    • Microsoft Technologies

      • AZ-300: Microsoft Azure Architect Technologies
      • AZ-104: Microsoft Azure Administrator
      • AZ-103: Microsoft Azure Administrator
      • AZ-101: Microsoft Azure Integration & Security
      • AZ-100: Microsoft Azure Infrastructure & Deployment

      Know More
      Quick Link
      AZ-104: Microsoft Azure AdministratorAZ-104: Microsoft Azure Administrator
      Microsoft Technologies
    • Mobile

      • Self Paced Android App Development

      Know More
      Quick Link
      React NativeReact Native
      Mobile
    • Web Technologies

      • React.js
      • Knockout.js
      • JavaScript & Ajax
      • HTML5 AND CSS3
      • Ember.JS
      • Backbone.js

      Know More
      Quick Link
      HTML5 AND CSS3HTML5 AND CSS3
      Web Technologies
  • Events


    Know More
    Quick Link
    EventsEvents
    Events
    • Master Class


      Know More
      Quick Link
      Master ClassMaster Class
      Master Class
    • Webinars


      Know More
      Quick Link
      WebinarsWebinars
      Webinars
    • Workshops


      Know More
      Quick Link
      WorkshopsWorkshops
      Workshops
  • Resources


    Know More
    Quick Link
    ResourcesResources
    Resources
    • Blog


      Know More
      Quick Link
      BlogBlog
      Blog
    • Tech News


      Know More
      Quick Link
      Tech NewsTech News
      Tech News
  • About

    Mission To bring about a shift in the mindsets of people and enterprises through future-proofed, digitally-ready talent solutions. We shape the future by grooming the next generation of disruptors, innovators and leaders and aim to bridge the global supply/demand gap in the number of digital-ready professionals who are skilled in the technologies of tomorrow.


    Know More
    Quick Link
    AboutAbout
    About
    • Awards

      Cognixia creates some of the most comprehensive and relevant online learning experiences for professionals in nearly every field imaginable. And we’re proud to be recognized for the passion and dedication that we bring to thousands of lives.


      Know More
      Quick Link
      AwardsAwards
      Awards
    • Careers

      Apply for a dream career at Cognixia. Join our global team of thought leaders and educators as we transform people and companies. Think you could add something we have missed? Why not submit your CV and a covering letter?


      Know More
      Quick Link
      CareersCareers
      Careers
    • Our Culture

      Disciplined in performance Responsive in approach Passionate to achieve Competitive to succeed Industrious from start to finish


      Know More
      Quick Link
      Our CultureOur Culture
      Our Culture
    • Locations


      Know More
      Quick Link
      LocationsLocations
      Locations
    • Referrals

      Success tastes best when shared. Tell us about a friend, colleague or a family member, who might be interested in pursuing a career in digital technologies or transforming their workforce.


      Know More
      Quick Link
      ReferralsReferrals
      Referrals
  • Contact
  • Cart
  • Profile
Search Course
banner

Demystifying Data Science, Machine Learning, & AI

HomeResourcesBlogDemystifying Data Science, Machine Learning, & AI
November 14, 2018 | Data Science, Machine Learning

An intuitive understanding of technologies and their nuances can often be difficult to gather.

This is especially true about technologies like Data Science, Machine Learning, & AI which have been used, over-used and sometimes hyped to fulfill marketing objectives. It is important to understand that though these fields overlap, they cannot be used interchangeably.

Putting it in simple words, data science generates insights while machine learning generates predictions. AI, on the other hand, generates actions.

Demystifying Data Science, Machine Learning, AI

Getting insightful with Data Science

Data science is one of the best disciplines to gain different type of insights – descriptive, exploratory, inferential, casual, predictive and mechanistic insights. Data science includes statistical inference, design of experiments, software engineering, data visualization, specific domain knowledge and effective communication.

What sets data science apart from related fields like machine learning and AI is the need for human involvement in the loop. There is always a need for someone to comprehend the insights, make sense of the graphs and figures, and take conclusive decisions based on the insights derived.

Credible predictions through machine learning

Machine learning ensures that the predictions made from a large amount of gathered data are as accurate as possible. Data science and machine learning do overlap a great deal. For instance, logistic regression is applied in both data science and machine learning. However, in data science, it is used to derive insights about relationships of different factors while in machine learning, it yields predictions.

Industry practitioners often switch between the two disciplines and data scientists do commonly use machine learning. In an e-learning application, for example, traffic data could be modelled to determine which customers are likely to look for a particular product. This is an application of machine learning. When summaries and visualizations are devised based on the data traffic, it is an application of data science.

Automating actions with artificial intelligence

AI involves imparting human-like cognitive intelligence to computers. Any machine that carries out a task or action in an intelligent manner, with the use of algorithms is said to apply AI. An important distinction between AI and the other two disciplines is the ‘actionable event’ part. AI is extensively used in robotics, control theory, gaming algorithms, bots and reinforcement learning.

Consider the analysis of customer data for a particular product. Suppose, it is discovered that certain customers are likely to purchase more than others (insight). Numerical and graphical outputs are obtained that enable executives to make predictions and/or come to conclusions; however, it may not lead to any particular action. This would be an application of data science with a mix of machine learning but not AI.

Combining data science, machine learning and AI

Suppose a thermostat with self-adjusting capabilities is being built. The three technologies then, could be utilized as follows:

  1. Machine Learning: A large data set of environment-related values to devise an algorithm that would predict the desirable temperature ranges and arrive at a fixed value
  2. Artificial Intelligence: Once a particular environmental condition is met, the thermostat performs an automated action – adjusting to a fixed temperature from the respective range
  3. Data Science: In the tests with the thermostat, sometimes the temperatures are found to be unsuitable for people in their homes, especially during the wee hours of the day. After studying the test data, insights are derived that the varying body temperatures were not taken into consideration. Thus, there is a need to construct a better dataset that would include data on body temperatures. The entire process is then repeated.
Tagged Emerging Technologies, Technologies
  • Share
  • LinkedIn
  • FaceBook
  • Twitter
  • Youtube
  • RSS

Post navigation

〈 Blockchain for Connected Health Ecosystem (IoMT)
The Modern Age Cybersecurity Professional 〉
  • Share
  • LinkedIn
  • FaceBook
  • Twitter
  • Youtube
  • RSS

Related Courses

Leading SAFe® 5.1 Training  (SAFe® Agilist Certification)
Leading SAFe® 5.1 Training (SAFe® Agilist Certification)
Professional Scrum Master – Level II
Professional Scrum Master – Level II
Certified Information Systems Security Professional (CISSP)
Certified Information Systems Security Professional (CISSP)
Machine Learning & Deep Learning
Machine Learning & Deep Learning

Recent Posts

ChatGPT and Data Privacy
ChatGPT and Data Privacy
Top 5 tips to deploy MongoDB with Docker
Top 5 tips to deploy MongoDB with Docker
What is the role of the P3O model in project management?
What is the role of the P3O model in project management?
What can ChatGPT NOT do?
What can ChatGPT NOT do?

Get future Insights

Subscribe to our newsletter for updates on our latest opportunities, courses and events.

  • This field is for validation purposes and should be left unchanged.

4th Floor, Collabera House,
Gotri, Sevasi Road, Vadodara,
Gujarat, 390021
+91-7227048672
  • LinkedIn
  • FaceBook
  • Twitter
  • Instagram
  • Youtube
Courses
  • Cloud and DevOps
  • Internet of Things
  • Development
  • Management
  • Mobile
Companies
  • Workforce Transformation
  • Hire Skilled Talent

Individuals
  • Upgrade Your Digital Skills
  • Get Hired
Resources
  • Blog
  • Tech News

About

  • About
  • Awards
  • Referrals
  • Careers
  • Locations

Support

  • Contact
  • Site Map

  • United States
  • Global
  • Refund Policy
  • Terms & Conditions
  • Privacy Policy
Copyright © 2023 Cognixia. All rights reserved
×
banner

Cognixia Special Offer