Advanced
60h
6 modules
Advanced AI & Machine Learning: Theory to Practice
AT
Alan Turing
Expert Mentor
Students
6
Lessons
5.0
Rating
About this Course
This professional-grade course dives deep into Artificial Intelligence and Machine Learning algorithms. Unlike basic tutorials, we focus heavily on the underlying mathematics, calculus, and linear algebra that power modern AI systems. You will learn to derive algorithms like Gradient Descent, SVM, and Backpropagation from scratch, and then implement them in Python.
What you'll learn
1. Linear Regression & Gradient Descent Mathematics
2. Logistic Regression & Binary Classification
3. Support Vector Machines (SVM) Mathematics
4. Neural Networks Architecture
5. K-Means Clustering Algorithm
6. Practice: Implement Gradient Descent