Natural Language Processing for Real-World Apps
Natural Language Processing for Real-World Apps Real-world NLP helps software understand human text and speech. In production, teams balance accuracy, latency, and safety. This article shares practical steps to bring NLP into apps you ship to users. Practical workflow Define a measurable goal, such as reducing support tickets by 15%. Gather representative data that covers the main user scenarios. Start with a simple baseline, like a rule-based filter or a small model. Monitor performance in production and be ready to iterate. Model choices for real apps Fast baselines often beat big models on everyday tasks. Choose based on your needs: ...