Recommend and justify the optimal machine learning model for a given dataset and problem, considering various constraints and performance metrics.
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.
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This prompt is part of the premium pack "Advanced machine learning development toolkit".
Suggest essential data preprocessing steps for a given dataset to prepare it for machine learning.
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Guide through an advanced process to select the most appropriate regression model, considering various statistical criteria and potential pitfalls.