Applied Artificial Intelligence
Session 24: Homework, project presentations
Fall 2018
NC State University
Lecturer: Dr. Behnam Kia
Course Website: https://appliedai.wordpress.ncsu.edu/
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Nov 20, 2018
Homework: EmbeddingDeadline: Tuesday Nov 27, 3PM
• Given a word, find the closest word to it – hopefully a synonym.
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Homework: Embedding
• Given a word, find the closest word to it in the dictionary – hopefully a synonym.
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word
Embedding layer
Homework: Embedding
• Given a word, find the closest word to it in the dictionary – hopefully a synonym.
4
word
Embedding layer
Word1
Word2
Word3
Word4Word5
Homework: Embedding
• Given a word, find the closest word to it in the dictionary – hopefully a synonym.
5
word
Embedding layer
Word1
Word2
Word3
Word4Word5
Homework: Embeddingpart 2
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• Words a has some relationship with b. For a given word c, find word d that word c has the same relationship with word d.
• Example 1: – a is Paris– b is France– Word a has a relationship with word b. (in this case a
is b’s capital).– If c is London, what should be d?
Homework: Embeddingpart 2
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• Words a has some relationship with b. For a given word c, find word d that word c has the same relationship with word d.
• Example 2: – a is man– b is men– Word a has a relationship with word b. (in this case a
is b’s singular form).– If c is woman, what should be d?
Homework: Embedding
• Given a word, find the closest word to it in the dictionary – hopefully a synonym.
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a
Embedding layer
b
a
b
Homework: Embedding
• Given a word, find the closest word to it in the dictionary – hopefully a synonym.
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a
Embedding layer
b
a
b
Homework: Embedding
• Given a word, find the closest word to it in the dictionary – hopefully a synonym.
10
a
Embedding layer
b
a
bc
c
Homework: Embedding
• Given a word, find the closest word to it in the dictionary – hopefully a synonym.
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a
Embedding layer
b
a
bc
c
Homework: Embedding
• Given a word, find the closest word to it in the dictionary – hopefully a synonym.
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a
Embedding layer
b
a
bc
c
Word1
Word3
Word4