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Vertex AI is a comprehensive platform with various components and services. Figure 3752a shows a simple diagram representing the structure of Vertex AI on Google Cloud.

Figure 3752a. Vertex AI Structure on Google Cloud (Code).

Figures 3752b and 3752c show graphs of the process of probabilistic inference. 

Figure 3752b.  Graph of the process of probabilistic inference (code). 

Figure 3752c.  Graph of the process of probabilistic inference (code). 

Figure 3752d shows a neural network with parallel inputs, several layers, and parallel outputs. It's a basic representation of a feedforward neural network with multiple hidden layers. 

Figure 3752d. Feedforward neural network with multiple hidden layers (code). 

Figure 3752e shows the big data lifecycle.

Figure 3752e. Big data lifecycle (code).

Figure 3752f presents some "standard" machine learning algorithms.

Figure 3752f. Some "standard" machine learning algorithms (Code).

Figure 3752g shows, in Spark, a cluster consists of one or more nodes, with each node possibly running multiple worker processes.

Figure 3752g. Spark cluster which contains multiple nodes and workers (code).

Figure 3752h shows the overall architecture of an Attention-Guided Autoencoder (AGA) using a diagram.

Figure 3752h. Overall architecture of an Attention-Guided Autoencoder (code).

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