Traditional ML Discussion

In this session, we will dive deep into traditional machine learning algorithms with a strong focus on building clear conceptual understanding. I will explain the mathematics behind the algorithms, their intuition, and how they work step by step. Along with theory, we will code each algorithm from scratch in Python to truly understand the underlying mechanics, rather than just using pre-built libraries. By the end of the session, you’ll not only know how these algorithms work mathematically but also feel confident in implementing them and applying them to real-world problems.