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The landscape of large language models (LLMs) is rapidly evolving, and the ability to run powerful models locally is becoming increasingly significant. Recently, I had the opportunity to test Google’s Gemma 3 (27B) model on a high-performance workstation, and the experience was genuinely impressive. The 27B parameter model, a substantial leap in capability, demonstrated remarkable… Continue reading Gemma 3 (27B): A Local Powerhouse for Creative Exploration

Imagine you’re trying to learn a new language. You wouldn’t just read a few sentences, right? You’d immerse yourself in books, articles, conversations – anything you could get your hands on. That’s essentially what LLMs do. They devour tons of text from the internet, like books, articles, and websites. The more they read, the better… Continue reading How are they build?

Large language models (LLMs) represent a significant leap forward in artificial intelligence, demonstrating a remarkable ability to process and generate human language. At their core, these sophisticated systems are powered by deep learning architectures, most notably the transformer network. This architecture, drawing inspiration from the intricate workings of the human brain, allows LLMs to effectively… Continue reading What are Large Language Models (LLMs)

Calculating the performance of AI models, especially large language models (LLMs) and other generative models, is a complex task. There’s no single metric that captures everything, and the best approach depends heavily on the specific model and its intended use. Here’s a breakdown of common methods: 1. Traditional Metrics (for Classification and Regression): 2. Metrics… Continue reading Calculating the performance of AI models

Recently, I had the opportunity to test my PC’s capabilities by running ollama run deepseek-r1:32b, a large language model with 32 billion parameters. This presented a significant workload, and I was interested in observing how my system handled it. Observations on System Performance Running such a large model provides valuable insights into a system’s strengths.… Continue reading A Solid Performer: My PC’s Experience with Large Language Models

AI system is a computer program designed to mimic human cognitive functions, such as learning, reasoning, problem-solving, perception, and language understanding. All these systems leverage a range of techniques, including machine learning, deep learning, and natural language processing, to achieve their objectives.   Artificial intelligence (AI) has transcended the realm of science fiction and become… Continue reading The AI Revolution: From Cloud to Desktop