Tailoring LLMs: A Guide to Fine-Tuning for Specific Tasks

Introduction: Why Fine-Tune Pretrained Models? In the realm of Natural Language Processing (NLP), Large Language Models (LLMs) like GPT-3, BERT, and LLaMA have revolutionized the way machines understand and generate human language. However, while these models are trained on vast datasets, they might not always align perfectly with specific tasks or domains. This is where […]

Decoding Language: The Art of Tokenization and Embeddings

How machines learn to speak our language one token at a time. Imagine you’re trying to learn a new language say, Japanese. On your first day, you’re handed a paragraph in kanji. No spaces. No familiar letters. Just symbols. How do you even begin? That’s exactly how computers feel when we throw raw text at […]

Comparison of Major LLM Architectures (2017– 2025)

A concise, personal comparison of key LLM architectures developed over the past few years. This document reflects my individual understanding and curiosity-driven research from the year 2017 to February 2025. This is by no means an exhaustive list, and many other excellent models exist in the field. 🎯 List of LLMs Covered (2017–2025) Transformer, BERT, […]

Smarter Automation With Burr: The Future of Decision-Making

Burr – a stateful AI decision engine that allows developers to build structured, interactive AI workflows efficiently. In this article, we will: ✅ Explore Burr’s stateful AI workflow✅ Build an AI-powered chatbot using Burr✅ Deploy the chatbot with structured transitions and state updates✅ Compare Burr with other AI orchestration tools By the end, you’ll have […]

Run Gemma 3 Locally Using Open WebUI

Experience the latest Google open-source model on your laptop with Ollama, Docker, Open WebUI, and GPU acceleration for optimal performance. In this tutorial, we will learn to run Gemma 3 locally using Open WebUI, a user-friendly interface that simplifies deploying large language models on personal hardware. Open WebUI, alongside tools like Ollama, makes it possible […]