My E-Portfolio based on work carried out on my Msc Program on Artificial Intelligence and Machine Learning at the University of Essex.
# Define some sets
A = {1, 2, 3, 4, 5}
B = {4, 5, 6, 7, 8}
C = {2, 4, 6, 8, 10}
# Union (A ∪ B)
union_AB = A.union(B)
print(f"A ∪ B = {union_AB}")
# Intersection (A ∩ B)
intersection_AB = A.intersection(B)
print(f"A ∩ B = {intersection_AB}")
# Difference (A - B)
difference_AB = A.difference(B)
print(f"A - B = {difference_AB}")
# Symmetric difference (A Δ B)
sym_diff_AB = A.symmetric_difference(B)
print(f"A Δ B = {sym_diff_AB}")
# Subset check
print(f"Is 4 ⊆ A? {set([4, 5]).issubset(A)}")
Output:
A ∪ B = {1, 2, 3, 4, 5, 6, 7, 8}
A ∩ B = {4, 5}
A - B = {1, 2, 3}
A Δ B = {1, 2, 3, 6, 7, 8}
Is {4, 5} ⊆ A? True
# Knowledge representation using sets
animals = {"cat", "dog", "bird", "fish"}
mammals = {"cat", "dog", "whale", "bat"}
pets = {"cat", "dog", "bird", "hamster"}
# Which animals are both mammals and pets?
mammal_pets = mammals.intersection(pets)
print(f"Mammal pets: {mammal_pets}")
# Which pets are not mammals?
non_mammal_pets = pets.difference(mammals)
print(f"Non-mammal pets: {non_mammal_pets}")
# Are all pets animals? (subset check)
all_pets_are_animals = pets.issubset(animals)
print(f"All pets are animals: {all_pets_are_animals}")
Output:
Mammal pets: {'cat', 'dog'}
Non-mammal pets: {'bird', 'hamster'}
All pets are animals: False
| Set Operation | Boolean Logic | Truth Table |
|---|---|---|
| A ∪ B | A OR B | T when either A or B is true |
| A ∩ B | A AND B | T when both A and B are true |
| A’ | NOT A | T when A is false |
def truth_table_example(A, B, C):
"""Demonstrate (A ∩ B) ∪ C using sets and boolean logic"""
# Set representation
result_set = (A.intersection(B)).union(C)
# Boolean logic equivalent
# For each element in universal set, check if it satisfies the condition
universal = A.union(B).union(C)
result_bool = set()
for x in universal:
if (x in A and x in B) or (x in C):
result_bool.add(x)
print(f"Set result: {result_set}")
print(f"Boolean result: {result_bool}")
print(f"Results match: {result_set == result_bool}")
# Test the function
A = {1, 2, 3}
B = {2, 3, 4}
C = {3, 4, 5}
truth_table_example(A, B, C)
Output:
Set result: {2, 3, 4, 5}
Boolean result: {2, 3, 4, 5}
Results match: True
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