Which topics of mathematics are involved in artificial intelligence
Hi arjun
Most important topics in machine learning and artificial intelligence are:
- Linear algebra
- Calculus
- Probability
- Optimization
These are broken down further into subtopics:
- Linear transformation
- Vector spaces
- Matrixes
- Eigen values and eigen vectors
- Inner product spaces
- Subspaces
- Solution of linear systems
- Limits and infinitesimal
- Integral calculus
- Leibniz theorem
- Probability distribution
- Random walk
- Sample space
- Mutual exclusivity
- Joint probability
- Conditional probability
- Inverse probability
And many include in these subtopics.
Here is a link which provide information regarding these topics in detail:
https://towardsdatascience.com/mathematics-for-ai-all-the-essential-math-topics-you-need-ed1d9c910baf
Hope this helps.
Good luck!