Oracle Exam 1Z0-1111-25 Topic 7 Question 4 Discussion

Actual exam question for Oracle's 1Z0-1111-25 exam

Question #: 4
Topic #: 7

Which Machine Learning-based visualization is helpful in analyzing extremely large volumes of log records by grouping them based on their shape?

ACluster

BSummary Table

CWord Cloud

Show Suggested Answer

Suggested Answer: A

In Logging Analytics, ML-driven visualizations aid log analysis:

Cluster (A): Uses machine learning to group logs by structural similarity (''shape''), reducing noise and highlighting patterns or anomalies in large datasets.

Why not B or C?

Summary Table (B): Aggregates data tabularly, not ML-based or shape-focused.

Word Cloud (C): Displays word frequency, not structural grouping.

Cluster is ideal for large-scale log pattern recognition.

by Jeffrey at Mar 18, 2025, 10:47 PM

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Kimberlie

13 days ago

I see your point, Nobuko, but I still think A) Cluster is more suitable for analyzing large volumes of log records.

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Nobuko

14 days ago

I believe the answer is C) Word Cloud, as it can visually represent the frequency of words in log records.

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Ulysses

15 days ago

I agree with Deane, clustering can help in grouping log records based on their shape.

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Emelda

23 days ago

Word Cloud? What is this, a poetry reading? Cluster is the only option that makes sense for this problem. Although, a little bit of word art could liven things up, just sayin'.

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Brett

1 days ago

Word Cloud could add a creative touch, but Cluster is more practical for this situation.

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Ollie

2 days ago

I agree, Cluster is definitely the best option for analyzing large volumes of log records.

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Deane

1 months ago

I think the answer is A) Cluster.

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Tish

1 months ago

Cluster is the clear winner here. It's like magic - you throw all those log records into the machine, and it spits out neat little groups for you to analyze. What could be simpler?

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Alana

2 days ago

B) Summary Table

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Kristine

7 days ago

I agree, Cluster is definitely the best option for analyzing large volumes of log records.

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Rex

9 days ago

A) Cluster

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Glendora

1 months ago

Cluster all the way! It's like having a secret decoder ring for your log records. Why make things complicated when you can just group them by shape and call it a day?

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Gretchen

1 months ago

Summary Table? Really? That's like trying to read a phone book to understand a novel. Cluster is the way to go here, no question.

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Tambra

1 months ago

I'm torn between Cluster and Word Cloud. Word Cloud could be fun, but Cluster sounds more practical for this task. Hmm, decisions, decisions.

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Detra

1 months ago

Cluster, definitely! It's the perfect way to make sense of all those log records. Grouping them by shape is like sorting a pile of socks - it just makes everything more organized.

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