Decoding Complexities
Welcome to Decoding Complexities! My name is Pradeep Panga, and I'm a software engineer currently pursuing my M.Tech in AI/ML.
I know that the biggest hurdle for many developers entering the world of AI is the math. This channel is my journey of breaking down that barrier.
Here, we'll decode the core mathematics behind machine learning, one concept at a time. My goal is to provide clear, visual, and intuitive tutorials on:
Linear Algebra: The language of data.
Calculus: The engine of model optimization.
Probability & Statistics: The science of uncertainty.
Forget dry, academic lectures. We'll explore these topics from a developer's perspective to help you truly understand the "why" behind the code.
📚 If you're ready to build a rock-solid mathematical foundation for your AI journey, hit subscribe and let's get started.
Линейная регрессия с нуля (геометрия, математика и Python)
Механизм линейной регрессии: визуализация наименьших квадратов
Объяснение процесса Грама-Шмидта (Математика QR-разложения)
Объяснение ортогональных проекций (Интуитивно понятное руководство для разработчиков)
Объяснение ортогональности и ортонормального базиса (линейная алгебра для разработчиков)
Объяснение размаха, базиса, размерности и ранга (линейная алгебра для машинного обучения)
Объяснение линейной независимости и зависимости (Ключ к проектированию функций)
Что такое векторное пространство? (Математика, лежащая в основе Word2Vec)
How to Solve Systems of Linear Equations (The Complete Guide)
How AI Learns From Failure (Loss Function Explained)
The Math That Makes AI "Think" (Neural Networks Visualized)
How to Calculate Matrix Inverse? (Explained for Developers)
Why Developers Need To Know About Matrix Transpose
Matrix Multiplication: A Visual Guide for Developers
What is a Matrix? (The Intuitive Guide for Developers)
The Dot Product Explained – The Math That Powers AI (with Python)
Scalar Multiplication of Vectors in Python – Explained Visually in 2 Mins
Vector Addition Explained Visually – The Fastest Way to Learn It
How to Calculate a Vector's Magnitude (The Easy Way for Developers)
What is a Vector? (The Developer's View)