https://www.compilemymind.com/tags/mlops/ Recent content in Mlops on Compile My Mind Hugo en Sun, 18 Oct 2026 17:58:21 +0300 https://www.compilemymind.com/posts/ai-training-vs-ai-inference/ Sun, 18 Oct 2026 17:58:21 +0300 https://www.compilemymind.com/posts/ai-training-vs-ai-inference/ <p>An email classifier works beautifully in a notebook. It has learned from years of labeled messages, survived evaluation, and appears ready for production.</p> <p>Then the first real request arrives.</p> <p>Should the application load the training dataset again? Does the model update itself after reading the message? Is every prediction another tiny training run?</p> <p>No. The system has crossed an important boundary. <strong>AI training is the process that uses data and an objective to adjust a model&rsquo;s parameters. AI inference is the process that uses a trained model to produce an output for new input.</strong> Training creates or adapts the capability; inference applies it.</p>