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End-to-End Forecasting with TimesFM 2.5: Backtesting, Covariates, Anomaly Detection, and Scalable Colab Deployment

ai, AI (Artificial Intelligence), Artificial Intelligence, Editors Pick, Machine Learning, Staff, Technology, Tutorials

In this tutorial, we build an advanced end-to-end time-series forecasting workflow with TimesFM 2.5. We begin by configuring the runtime, installing the required dependencies, detecting available hardware, and generating a realistic multi-store retail dataset with trend, seasonality, pricing, promotions, holidays, temperature effects, and random variation. We then load and compile the TimesFM 2.5 model, examine […]

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Indias data centre capacity may reach 3-3.6 GW by 2030, hyperscalers to drive growth: Axis Capital

ai, AI (Artificial Intelligence), Artificial Intelligence

The report noted that publicly announced capacity targets of 6-8 GW by 2030 appear aggressive. A more realistic estimate is 3.4-3.6 GW of planned capacity by mid-2030, while actual operational capacity could be closer to 2.8 GW. This reflects challenges around execution, power availability, equipment supply and construction timelines.

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