Data Science Prerequisites - Numpy, Matplotlib, and Pandas in Python - What Is a Feature Vector?

Data Science Prerequisites - Numpy, Matplotlib, and Pandas in Python - What Is a Feature Vector?

Assessment

Interactive Video

Computers

9th - 12th Grade

Hard

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The video tutorial introduces vectors and feature vectors, explaining their significance in machine learning. It discusses different approaches to feature engineering, including using domain knowledge and mathematical techniques like polynomial expansion. The tutorial highlights the power of combining these methods and the role of deep learning in automatic feature extraction.

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3 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

What is a polynomial expansion and how can it be used in feature engineering?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

How do deep neural networks perform feature extraction?

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

What factors determine whether to use a hybrid approach in feature engineering?

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