{"slug": "how-to-build-a-forecasting-pipeline-with-timecopilot-using-foundation-models-and", "title": "How to Build a Forecasting Pipeline with TimeCopilot Using Foundation Models and Automated Anomaly Detection", "summary": "MarkTechPost published a tutorial on building a forecasting pipeline with TimeCopilot, using foundation models and automated anomaly detection on airline passenger data and synthetic seasonal series. The workflow includes rolling cross-validation, probabilistic forecasts, and an optional LLM agent for model selection and explanation.", "body_md": "We build an end-to-end forecasting workflow with TimeCopilot on a panel of real airline passenger data and a synthetic seasonal series with injected anomalies. We evaluate statistical, foundation, and optional GPU-based models using rolling cross-validation and multiple error metrics. We generate probabilistic forecasts with prediction intervals, visualize future trends, and flag unusual observations. We then explore TimeCopilot's optional LLM agent, which selects a model and explains its predictions.\n\nThe post [How to Build a Forecasting Pipeline with TimeCopilot Using Foundation Models and Automated Anomaly Detection](https://www.marktechpost.com/2026/06/20/how-to-build-a-forecasting-pipeline-with-timecopilot-using-foundation-models-and-automated-anomaly-detection/) appeared first on [MarkTechPost](https://www.marktechpost.com).", "url": "https://wpnews.pro/news/how-to-build-a-forecasting-pipeline-with-timecopilot-using-foundation-models-and", "canonical_source": "https://www.marktechpost.com/2026/06/20/how-to-build-a-forecasting-pipeline-with-timecopilot-using-foundation-models-and-automated-anomaly-detection/", "published_at": "2026-06-20 09:05:23+00:00", "updated_at": "2026-06-20 09:11:08.267014+00:00", "lang": "en", "topics": ["machine-learning", "large-language-models", "ai-tools", "generative-ai", "artificial-intelligence"], "entities": ["TimeCopilot", "MarkTechPost"], "alternates": {"html": "https://wpnews.pro/news/how-to-build-a-forecasting-pipeline-with-timecopilot-using-foundation-models-and", "markdown": "https://wpnews.pro/news/how-to-build-a-forecasting-pipeline-with-timecopilot-using-foundation-models-and.md", "text": "https://wpnews.pro/news/how-to-build-a-forecasting-pipeline-with-timecopilot-using-foundation-models-and.txt", "jsonld": "https://wpnews.pro/news/how-to-build-a-forecasting-pipeline-with-timecopilot-using-foundation-models-and.jsonld"}}