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Google Trends Time Series Analysis cover image

Google Trends Time Series Analysis

Data

Three economic signals — Tesla, Bitcoin, and US unemployment — each paired with Google Trends search data across mismatched time frequencies and aligned by resampling. The 2020 COVID shock compressed months of unemployment pattern into weeks.

Stock Trend Pattern Recognition — Amazon SageMaker MLOps cover image

Stock Trend Pattern Recognition — Amazon SageMaker MLOps

Ai-ml

Stacked LSTM for stock trend pattern detection, served via Amazon SageMaker Real-Time Endpoint. Flask frontend on Azure App Service — multi-cloud MLOps. Pattern detection only, not financial advice.

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