Flashcard: Fundamentals of Machine Learning — 10 carte

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1Domanda

Machine learning — definition?

Risposta

Data-driven models predicting outcomes.

2Domanda

Machine learning — defines?

Risposta

Models that predict outcomes from data.

3Domanda

Features (x) — role?

Risposta

Input attributes for prediction.

4Domanda

Features (x) — role?

Risposta

Input variables for prediction.

5Domanda

Regression — mechanism?

Risposta

Predicts continuous numeric values.

6Domanda

Regression — prediction type?

Risposta

Predicts continuous numerical values.

7Domanda

Supervised vs unsupervised — difference?

Risposta

Labeled data vs pattern discovery without labels.

8Domanda

Model evaluation — metrics?

Risposta

Accuracy, MAE, MSE, F1-score.

9Domanda

Neural network — function?

Risposta

Layered structure for deep learning.

10Domanda

Clustering — type of learning?

Risposta

Unsupervised grouping based on similarity.

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1. What is the primary purpose of a machine learning model?

2. Which algorithm is commonly used to perform simple linear regression in machine learning?

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