For modeling non-linear complex relationships in large datasets, a _______ with multiple hidden layers might be used.
- Linear Regression
- Decision Tree
- Neural Network
- Logistic Regression
The correct term is "Neural Network." Neural networks, specifically deep neural networks, are capable of modeling non-linear complex relationships in large datasets. These networks consist of multiple hidden layers that allow them to capture intricate patterns and relationships within data. They are especially effective in tasks such as image recognition, natural language processing, and complex data transformations.
Loading...
Related Quiz
- In time-series data, creating lag features involves using previous time steps as new _______.
- In a normal distribution, approximately 95% of the data falls within _______ standard deviations of the mean.
- Hybrid recommender systems combine the features of both _______ and _______ methods.
- In terms of neural network architecture, what does the "vanishing gradient" problem primarily affect?
- After deploying a Gradient Boosting model, you observe that its performance deteriorates after some time. What might be a potential step to address this?