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Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Artificial Intelligence
Biggest Confusion: AI vs ML vs Deep Learning
Machine Learning
Deep Learning
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.
Artificial Intelligence
The idea of Artificial Intelligence came into existence
and the term AI was first coined in 1956
History of AI
Machine Learning Training with Python www.edureka.co/python
Copyright © 2018, edureka and/or its affiliates. All rights reserved.
4.4
ZB
44 ZB
Its all about
Machine Learning Training with Python www.edureka.co/python
Copyright © 2018, edureka and/or its affiliates. All rights reserved.
▪ High end computational Power
▪ Large Storage
▪ 70% of enterprise will implement AI over
the next 12 month
Its all about
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
What is Artificial Intelligence?
Copyright © 2018, edureka and/or its affiliates. All rights reserved.
“Artificial Intelligence is a technique which enables machines to mimic human behaviour”
Machine Learning Training with Python www.edureka.co/python
Copyright © 2018, edureka and/or its affiliates. All rights reserved.
“AI’s gonna look back on us the same
way we look on fossils.”
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
AI Analogy:
Construction
in Church
Copyright © 2018, edureka and/or its affiliates. All rights reserved.Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Examples Of Artificial Intelligence
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Image source: https://www.ubs.com/content/dam/ubs/microsites/artificial-intelligence/img-chapter-one-header.gif
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.Machine Learning Training with Python www.edureka.co/python
Image Source: https://www.bloomberg.com/news/articles/2016-12-20/the-tesla-advantage-1-3-billion-miles-of-data>>
Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Statistics: How to efficiently train large complex models?
Computer Science & Artificial Intelligence: How to train more robust versions of the AI systems?
Neuroscience: How to design operational models of the brain?
Why Machine Learning was Introduced?
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
What is Machine Learning?
Copyright © 2018, edureka and/or its affiliates. All rights reserved.
“Machine Learning is a subset of AI technique which use statistical methods to
enable machines to improve with experience”
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Example Of Machine Learning
Height in cm
Weightinkg
X
Y
W = H-100
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Example Of Machine Learning
Height in cm
Weightinkg
X
Y
Estimated Value
Actual Value
Error
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Example Of Machine Learning
Height in cm
Weightinkg
X
Y
Error
Error
Minimize Error
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
What is Deep Learning?
Copyright © 2018, edureka and/or its affiliates. All rights reserved.
“Deep learning is a particular kind of machine learning that achieves great power and
flexibility by learning to represent the world as nested hierarchy of concepts or
abstraction.”
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Example Of Deep Learning
• Sides = 4
• Closed
• Perpendicular
• Equal Sides
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Machine Learning vs Deep Learning
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Deep Learning Machine Learning
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.
Data
Dependency
Machine Learning
vs Deep Learning
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.
Hardware
Dependency
Machine Learning
vs Deep Learning
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.
Feature
Engineering
Machine Learning
vs Deep Learning
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.
Problem
Solving
Approach
Machine Learning
vs Deep Learning
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.
Execution
Time
Machine Learning
vs Deep Learning
Machine Learning Training with Python www.edureka.co/python
Interpretability
Copyright © 2018, edureka and/or its affiliates. All rights reserved.
Machine Learning
vs Deep Learning
Machine Learning Training with Python www.edureka.co/python
Copyright © 2017, edureka and/or its affiliates. All rights reserved.

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AI vs Machine Learning vs Deep Learning | Machine Learning Training with Python | Edureka

  • 1. Copyright © 2017, edureka and/or its affiliates. All rights reserved.
  • 2. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Artificial Intelligence Biggest Confusion: AI vs ML vs Deep Learning Machine Learning Deep Learning Machine Learning Training with Python www.edureka.co/python
  • 3. Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved. Artificial Intelligence The idea of Artificial Intelligence came into existence and the term AI was first coined in 1956 History of AI Machine Learning Training with Python www.edureka.co/python
  • 4. Copyright © 2018, edureka and/or its affiliates. All rights reserved. 4.4 ZB 44 ZB Its all about Machine Learning Training with Python www.edureka.co/python
  • 5. Copyright © 2018, edureka and/or its affiliates. All rights reserved. ▪ High end computational Power ▪ Large Storage ▪ 70% of enterprise will implement AI over the next 12 month Its all about Machine Learning Training with Python www.edureka.co/python
  • 6. Copyright © 2017, edureka and/or its affiliates. All rights reserved. What is Artificial Intelligence? Copyright © 2018, edureka and/or its affiliates. All rights reserved. “Artificial Intelligence is a technique which enables machines to mimic human behaviour” Machine Learning Training with Python www.edureka.co/python
  • 7. Copyright © 2018, edureka and/or its affiliates. All rights reserved. “AI’s gonna look back on us the same way we look on fossils.” Machine Learning Training with Python www.edureka.co/python
  • 8. Copyright © 2017, edureka and/or its affiliates. All rights reserved. AI Analogy: Construction in Church Copyright © 2018, edureka and/or its affiliates. All rights reserved.Machine Learning Training with Python www.edureka.co/python
  • 9. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Examples Of Artificial Intelligence Machine Learning Training with Python www.edureka.co/python
  • 10. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Image source: https://www.ubs.com/content/dam/ubs/microsites/artificial-intelligence/img-chapter-one-header.gif Machine Learning Training with Python www.edureka.co/python
  • 11. Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.Machine Learning Training with Python www.edureka.co/python Image Source: https://www.bloomberg.com/news/articles/2016-12-20/the-tesla-advantage-1-3-billion-miles-of-data>>
  • 12. Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.Machine Learning Training with Python www.edureka.co/python
  • 13. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Statistics: How to efficiently train large complex models? Computer Science & Artificial Intelligence: How to train more robust versions of the AI systems? Neuroscience: How to design operational models of the brain? Why Machine Learning was Introduced? Machine Learning Training with Python www.edureka.co/python
  • 14. Copyright © 2017, edureka and/or its affiliates. All rights reserved. What is Machine Learning? Copyright © 2018, edureka and/or its affiliates. All rights reserved. “Machine Learning is a subset of AI technique which use statistical methods to enable machines to improve with experience” Machine Learning Training with Python www.edureka.co/python
  • 15. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Example Of Machine Learning Height in cm Weightinkg X Y W = H-100 Machine Learning Training with Python www.edureka.co/python
  • 16. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Example Of Machine Learning Height in cm Weightinkg X Y Estimated Value Actual Value Error Machine Learning Training with Python www.edureka.co/python
  • 17. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Example Of Machine Learning Height in cm Weightinkg X Y Error Error Minimize Error Machine Learning Training with Python www.edureka.co/python
  • 18. Copyright © 2017, edureka and/or its affiliates. All rights reserved. What is Deep Learning? Copyright © 2018, edureka and/or its affiliates. All rights reserved. “Deep learning is a particular kind of machine learning that achieves great power and flexibility by learning to represent the world as nested hierarchy of concepts or abstraction.” Machine Learning Training with Python www.edureka.co/python
  • 19. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Example Of Deep Learning • Sides = 4 • Closed • Perpendicular • Equal Sides Machine Learning Training with Python www.edureka.co/python
  • 20. Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved.Machine Learning Training with Python www.edureka.co/python
  • 21. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Machine Learning vs Deep Learning Machine Learning Training with Python www.edureka.co/python
  • 22. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Deep Learning Machine Learning Machine Learning Training with Python www.edureka.co/python
  • 23. Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved. Data Dependency Machine Learning vs Deep Learning Machine Learning Training with Python www.edureka.co/python
  • 24. Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved. Hardware Dependency Machine Learning vs Deep Learning Machine Learning Training with Python www.edureka.co/python
  • 25. Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved. Feature Engineering Machine Learning vs Deep Learning Machine Learning Training with Python www.edureka.co/python
  • 26. Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved. Problem Solving Approach Machine Learning vs Deep Learning Machine Learning Training with Python www.edureka.co/python
  • 27. Copyright © 2017, edureka and/or its affiliates. All rights reserved.Copyright © 2018, edureka and/or its affiliates. All rights reserved. Execution Time Machine Learning vs Deep Learning Machine Learning Training with Python www.edureka.co/python
  • 28. Interpretability Copyright © 2018, edureka and/or its affiliates. All rights reserved. Machine Learning vs Deep Learning Machine Learning Training with Python www.edureka.co/python
  • 29. Copyright © 2017, edureka and/or its affiliates. All rights reserved.