All that is under the Sun
admin Dive deep into Retrieval-Augmented Generation (RAG) models. Understand their architecture, implementation with LlamaIndex, and diverse applications Picture this: a computer that can write like a person, but with the superpower of reading through a whole library in seconds to give the best answers possible. Welcome to the world of Retrieval-Augmented Generation or RAG for short. …
Reinforcement Learning (RL) has become a powerful technique for fine-tuning large models, especially Large Language Models (LLMs), to improve their performance on complex tasks. One of the latest innovations in this area is Group Relative Policy Optimization (GRPO), a new RL algorithm introduced by the DeepSeek team. GRPO was designed to tackle the challenges of …
In Jane Austen’s Emma, the heroine finds herself suddenly alone after her close companion marries, left with “no prospect of a third to cheer a long evening” and only her kind but feeble father for company. Austen writes that Emma, “with all her advantages, natural and domestic, was now in great danger of suffering from …
“The only confusing thing about a confusion matrix is its name. 🤔”— Inspired by my friend Raymond’s FB post When diving into the world of machine learning, one of the most crucial tasks is evaluating how well your model performs. For classification tasks (where the goal is to assign items into distinct categories), the confusion …
Craft a heartfelt message and beautiful artwork for your loved ones this February 14th! Valentine’s Day is not just about romantic love—it’s a celebration of all forms of love: the bond between family, friends, and even self-love. As the saying goes, “Love is the bridge between you and everything.” – Rumi In this blog post, …
Welcome to my AI blog, where I break down the AI concepts and discuss how they’re reshaping our digital world. In this post, we dive into the evolution of search—from the old-school librarian-style search engines to today’s conversational, AI-powered assistants. We’ll explore how technologies like Google’s Search Generative Experience, Microsoft’s Bing with GPT-4, and even …