In Part 1 of this series, I built a simple neural network for classification to get comfortable with the basics of deep learning. In Part 2, I created a MiniTokenizer to understand how raw text is transformed into tokens. Now, in Part 3, I am moving one step closer to building a GPT-style model by…
In Part 1 of this series, I built a simple neural network for binary and multiclass classification to get comfortable with the fundamentals of deep learning. For Part 2, I shifted focus to something equally important in the world of transformers: tokenization. Transformers do not work directly with raw text. They need text to be…
I am starting my journey toward building my own transformer model by first getting comfortable with the basics of neural networks. Before diving into attention mechanisms and large language models, I wanted to build a solid foundation by training a simple neural network on an image classification task. For this first step, I chose the…
Building My Own Transformer Model I’ve decided to take on a challenge that’s equal parts exciting and intimidating: building my own open-source transformer model from scratch: something in the spirit of GPT-OSS. Right now, I have basic machine learning skills and a working knowledge of Python. Over the coming weeks and months, I’ll be diving…
Breaking Down AI Algorithms: A Guide for Engineers Artificial Intelligence (AI) algorithms form the backbone of modern intelligent systems. For engineers, understanding these algorithms is not just about theory but about applying them to solve real-world problems in domains such as manufacturing, energy, healthcare, and finance. This guide provides a detailed breakdown of AI algorithm…
Top 5 Cloud Computing Trends for 2025 Cloud computing has evolved from a cost-saving infrastructure solution into a strategic enabler of innovation, agility, and competitive advantage. In 2025, the cloud landscape is being shaped by a convergence of advanced technologies, new business demands, and heightened security and compliance requirements. This article explores the five most…
The Role of AI in Modern Business Applications Artificial Intelligence (AI) has moved from being an experimental technology to becoming a core driver of business transformation. According to recent research, 96% of global organizations have deployed AI models in some capacity. From customer service chatbots to predictive analytics in supply chains, AI is reshaping how…
How to Design Scalable Cloud Architectures Scalability is one of the defining advantages of cloud computing. A well-designed cloud architecture can handle growth in users, data, and workloads without sacrificing performance, reliability, or security. For architects, the challenge is to create systems that can expand seamlessly while remaining cost-efficient and manageable. This guide outlines the…