Advancing LLM Fine-Tuning with Group Relative Policy Optimization (GRPO)

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 …

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Demystifying the Confusion Matrix: A Simple Guide for Beginners

“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 …

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Create an AI-Generated Valentine’s Card with Python

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, …

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