There’s no getting around it. Neural networks are complicated. And hard to understand. It is hard to know where to start when using them. There are so many architectural decisions, hyperparameters, and other settings to consider, that, when building models, it can feel like mashing random values together until something works. That was my experience, […]
The Defining Technology of Our Time Across the nation, businesses everywhere are pouring incalculable resources into the development of generative AI. Touching every industry, it has the power to fundamentally alter the modern business landscape. AI is revolutionizing the way major brands create and present their content and products to customers. But, in the midst […]
This is the second entry in my series exploring the fundamentals of machine learning and AI by programming them from scratch. Follow along with the accompanying notebook by clicking here. Previously, I built a binary classifier from scratch, and trained it using a random local search method. It was implemented in such a way that […]
Hello, I hope you are doing well. This is the first entry in what I hope to make a series of articles documenting my journey into learning about the fundamentals of machine learning and AI by building the systems from scratch. This time, I will demonstrate how I built a powerful binary classifier from scratch […]