Generate a detailed demand forecast using advanced time series methods, identifying trends and seasonality.
Task: generate a summary of a video. Input: [video title], [video transcript], [length of summary: e.g., 100 words, 200 words] Instruction: summarize the video transcript, focusing on the main topics and key takeaways. The summary should be concise and informative, providing a clear overview of the video's content. Adhere to the specified length constraint.
Generate a detailed methodology for detecting anomalies in time series sales data, including statistical methods and visualization techniques.
Leverage historical campaign data to predict optimal advertising budget allocation across channels and campaigns for future periods.
Utilize historical data and market trends to forecast ad campaign ROI, identifying key performance indicators and risk factors.
