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First hour
● Brief history
● Core concepts
● Example applications
Break: 10 mins
Second hour
● Group activity
● Discussion, Open questions and Q&A
Source: Peter Morgan/Reuters
Source: Wikipedia
Source: Google, Amazon, Facebook, Tesla
Source: Chatbots Magazine, Wikipedia
Source: artint.info, sebastianraschka.com, Wikipedia,
Source: artint.info, sebastianraschka.com, Wikipedia,
Source: artint.info, sebastianraschka.com, Wikipedia,
Source: artint.info, sebastianraschka.com, Wikipedia,
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Source: amazon.com
Source: igcseict.info
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Source: igcseict.info
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Source: Peter Morgan/Reuters
Source: Peter Morgan/Reuters
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Source: mathworks.com, amazon.com
→
Source: mathworks.com, amazon.com
→
Source: mathworks.com, amazon.com
→
Source: mathworks.com, amazon.com
→
Support
Vector
Machines
Matrix
Factorization
Support
Vector
Machines
Matrix
Factorization
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Source: artint.info, sebastianraschka.com, Wikipedia,
Input Output
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Input Model Output
Input Model Output
Expected
Output
Loss function
Input Model Output
Expected
Output
Loss function
Input Model Output
Expected
Output
Loss function
Input Model Output
Expected
Output
Loss function
Trained
model
Input Model Output
Expected
Output
Loss function
Input
Trained
model
Output
Input
Trained
model
Output
Expected
Output
Loss function
● Large-scale deployment
● Distributed computing
● Integration with Google
Cloud
● Faster than TensorFlow
● Easier to experiment with
nonstandard neural network
architectures
● Faster than TensorFlow
● Integration with AWS
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Visual Question Answering
Q: How symmetrical are the white bricks on either side of the building?
A: very
99
Visual Question Answering
Q: How symmetrical are the white bricks on either side of the building?
A: very
Q: How asymmetrical are the white bricks on either side of the building?
A: very
100
Visual Question Answering
Q: How symmetrical are the white bricks on either side of the building?
A: very
Q: How asymmetrical are the white bricks on either side of the building?
A: very
Q: How big are the white bricks on either side of the building?
A: very
101
Visual Question Answering
Q: How symmetrical are the white bricks on either side of the building?
A: very
Q: How asymmetrical are the white bricks on either side of the building?
A: very
Q: How big are the white bricks on either side of the building?
A: very
Q: How spherical are the white bricks on either side of the building?
A: very
102
Visual Question Answering
Q: How symmetrical are the white bricks on either side of the building?
A: very
Q: How asymmetrical are the white bricks on either side of the building?
A: very
Q: How big are the white bricks on either side of the building?
A: very
Q: How spherical are the white bricks on either side of the building?
A: very
Q: How fast are the bricks speaking on either side of the building?
A: very
103
Workshop: AI for Business Leaders - Core Concepts & Practical Applications [ Pramod Kaishik Mudrakarta]

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Workshop: AI for Business Leaders - Core Concepts & Practical Applications [ Pramod Kaishik Mudrakarta]