Technical articles on AI, machine learning, web development, and technology
A deep dive into the mathematics and implementation of Linear Regression. We explore both Ordinary Least Squares (OLS) and Gradient Descent methods, deriving the formulas mathematically and building the models using only NumPy to understand the core mechanics of machine learning's fundamental algorithm.
Explore the concept of Artificial General Intelligence (AGI), the challenges in achieving it, and what a future with AGI might look like for humanity.
Join me on my journey to build a neural network from scratch. Neural Networks are fascinating fruits of mathematics that find their application in Deep learning. Understanding the fundamentals concepts is crucial. I engaged myself in the project of building a neural network to solve an actual machine learning problem using only python and numpy library. In order to grasp the full concepts we need to be able to build it from scratch
Join me on a journey through the foundational principles of deep learning as taught in the MIT 6.S191 course. From perceptrons to regularization, we explore the mechanics that power neural networks today.
