AI Aces the Test, But Can It Make the Grade? Why Classification Isn’t Decision-Making

We constantly hear about AI’s incredible feats: identifying cats in photos better than your cousin Kevin, translating languages on the fly, even spotting diseases on medical scans. AI models, especially those powered by Deep Learning, are phenomenal classifiers. They can look at data and yell “CAT!” or “SPAM!” or “POTENTIAL TUMOR!” with astonishing accuracy. But …

Read more

AI and the Job Market: Disruption, Transformation, and the Future of Work

Artificial Intelligence (AI) is no longer a futuristic concept; it’s a present-day reality reshaping industries and, crucially, the global job market. From automated customer service to AI-powered coding assistants, the impact is undeniable. But is it all doom and gloom, or are there opportunities amidst the disruption? This post dives deep into the data, examining …

Read more

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 …

Read more