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
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Artificial Intelligence
The idea of Artificial Intelligence came into existence
and the term AI was first coined in 1956
History of AI
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4.4
ZB
44 ZB
Its all about
Machine Learning Training with Python www.edureka.co/python
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▪ 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
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What is Artificial Intelligence?
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“Artificial Intelligence is a technique which enables machines to mimic human behaviour”
Machine Learning Training with Python www.edureka.co/python
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“AI’s gonna look back on us the same
way we look on fossils.”
Machine Learning Training with Python www.edureka.co/python
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AI Analogy:
Construction
in Church
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Examples Of Artificial Intelligence
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Image source: https://www.ubs.com/content/dam/ubs/microsites/artificial-intelligence/img-chapter-one-header.gif
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Image Source: https://www.bloomberg.com/news/articles/2016-12-20/the-tesla-advantage-1-3-billion-miles-of-data>>
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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?
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What is Machine Learning?
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“Machine Learning is a subset of AI technique which use statistical methods to
enable machines to improve with experience”
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Example Of Machine Learning
Height in cm
Weightinkg
X
Y
W = H-100
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Example Of Machine Learning
Height in cm
Weightinkg
X
Y
Estimated Value
Actual Value
Error
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Example Of Machine Learning
Height in cm
Weightinkg
X
Y
Error
Error
Minimize Error
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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.”
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Example Of Deep Learning
• Sides = 4
• Closed
• Perpendicular
• Equal Sides
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Machine Learning vs Deep Learning
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Deep Learning Machine Learning
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Data
Dependency
Machine Learning
vs Deep Learning
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Hardware
Dependency
Machine Learning
vs Deep Learning
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Feature
Engineering
Machine Learning
vs Deep Learning
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Problem
Solving
Approach
Machine Learning
vs Deep Learning
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Execution
Time
Machine Learning
vs Deep Learning
Machine Learning Training with Python www.edureka.co/python
Interpretability
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Machine Learning
vs Deep Learning
Machine Learning Training with Python www.edureka.co/python
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AI vs Machine Learning vs Deep Learning | Machine Learning Training with Python | Edureka

  • 1.
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    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
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    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.
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  • 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.
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  • 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.
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  • 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.
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  • 23.
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  • 24.
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  • 25.
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  • 26.
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  • 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
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