The structure of _________ model for the image classification is: Ref: https://github.com/WegraLee/deep-learning-from-scratch?tab=readme-ov-file An affine layer (i.e., a fully connected layer) means each input node in a layer is connected to all output nodes in the next layer. Ref: https://ml4a.github.io/ml4a/neural_networks As can be seen in the above figure, the deep learning model can classify the image dataset from zero to nine. First, input image data is converted to a 2-dimensional matrix (28 rows x 28 columns = 768 pixels). Second, the 2-dimensional matrix is converted into a vector for 768-pixels. If the first fully connected layer (i.e., affine layer) has 100 hidden nodes, there will be 76,800 connections. In this case, 76,800 parameters for weights and 76,800 parameters for constant terms are required to be estimated during the training step. As a result, this deep learning model requires high computational resources and time.

(1)________________(a. pre-training b. fine-tuning, c. hyperparameter-tuning d. overfitting; 5 points): using a pre-trained language model with a large corpus and does additional training with your dataset for a specific task. It requires relatively low computation and data resources but generally performs well. (2)________________(a. pre-training b. fine-tuning, c. hyperparameter-tuning d. overfitting; 5 points): is training the model with a large corpus from scratch; however, this approach requires high computational resources and big corpus data.

Please label B.   

Which one separates the upper and lower respiratory tracts?   

Olfactory nerve is a Cranial Nerve ___.

Which of the following is the primary muscle contributing to the inhalation?

Which of the following best distinguishes Acute Stress Disorder (ASD) from Post-Traumatic Stress Disorder (PTSD)?

Which of the following is a key criterion for diagnosing Adjustment Disorder according to the DSM-5?

A student fails an exam and says, “The test was unfair, and I had bad luck that day.” This reflects: 

What is an example of dissociative symptoms in PTSD?