Brainstorm and propose a list of impactful new features from existing raw data, enhancing predictive power for machine learning models.
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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Generate innovative feature engineering ideas from raw data attributes to enhance the predictive performance of machine learning models for a specified target variable.
Develop a robust strategy for identifying and handling outliers in complex datasets, ensuring data integrity and reliable analysis for various business objectives.
Explain common techniques for transforming categorical features into numerical formats for machine learning.
