Contenu connexe Similaire à AI vs Machine Learning vs Deep Learning | Machine Learning Training with Python | Edureka (20) AI vs Machine Learning vs Deep Learning | Machine Learning Training with Python | Edureka2. 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
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▪ High end computational Power
▪ Large Storage
▪ 70% of enterprise will implement AI over
the next 12 month
Its all about
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What is Artificial Intelligence?
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“Artificial Intelligence is a technique which enables machines to mimic human behaviour”
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“AI’s gonna look back on us the same
way we look on fossils.”
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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?
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“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
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28. Interpretability
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Machine Learning
vs Deep Learning
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