L1 Flashcards
Artificial Intelligence
A broader concept that encompasses systems capable of performing tasks that would typically require human intelligence.
AI includes reasonings, learning, problem-sovling, and more.
It can be rule-based or learn from data.
Machine Learning
A subset of AI focused on developing algorithms that allow system to learn from data.
Is data-driven, involing techniques like supervised, unsupervised, and reinforcement learning.
The mathematical philosophy behind machine learning is:
to model complex patterns and relationships in data by optimizing functions through iterative algorithms, drawing form statistic, linear algebra, calculus, and probability theory to generalize from examples and make predictions or decisions.