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Juniper Mist AI, Associate (JNCIA-MistAI) Sample Questions (Q27-Q32):

NEW QUESTION # 27
Which machine learning method uses unlabeled data sets?

A. Unsupervised learning
B. Cognitive learning
C. Reinforcement learning
D. Supervised learning

Answer: A

Explanation:
InJuniper Mist AI, variousmachine learning (ML)techniques are applied across the platform to analyze network telemetry and improve performance insights. Among these,unsupervised learningplays a critical role in identifying patterns, trends, and anomalies in unlabeled datasets-data that has not been pre-classified or annotated.
According to theJuniper Mist AI and Machine Learning Overview:
"Unsupervised learning enables Mist AI to automatically detect abnormal patterns or clusters in large volumes of unlabeled network data, allowing the system to identify anomalies and optimize network behavior without human labeling." This method allows Mist AI to autonomously recognize deviations in user experience, traffic behavior, or radio performance without prior definitions, helping to enhance predictive analytics and anomaly detection.
By contrast:
* Supervised learningrequires labeled training data.
* Reinforcement learninglearns through trial-and-error feedback loops.
* Cognitive learningis not a formal ML category-it refers to human-inspired reasoning.
Therefore, the correct answer isD. Unsupervised learning.
References:- Juniper Mist AI and Machine Learning Overview- Juniper Mist Cloud Architecture and AI Engine Guide- Juniper Mist Predictive Analytics and Correlation Engine (PACE) Documentation

NEW QUESTION # 28
You scheduled downtime to push the latest firmware to all the APs you deployed at the site. You verified that all of the APs are working fine. When you go back to work, you notice no complaints from the users. When you check the AP page, you notice that several APs have not rolled out with the latest firmware.
In this scenario, how does Marvis categorize this issue in the Marvis Action dashboard?

A. The non-compliant Marvis Action is displayed.
B. The port flap Marvis Action is displayed.
C. The missing VLAN Marvis Action is displayed.
D. The high CPU Marvis Action is displayed.

Answer: A

Explanation:
When several APs fail to update to the latest firmware during a scheduled downtime, Marvis categorizes this issue as a "non-compliant" action.
This categorization indicates that some APs are not adhering to the intended firmware version policy, which could potentially affect network performance or security. The non-compliant Marvis Action provides administrators with the necessary information to identify and rectify the issue, ensuring all APs are updated as required.

NEW QUESTION # 29
What are three features of Juniper Mist? (Choose three.)

A. Controller firmware updates
B. Wireless Assurance
C. Automatic feature updates
D. Asset tracking
E. Perpetual Access Point licenses

Answer: B,C,D

Explanation:
Juniper Mist delivers Automatic Feature Updates, Wireless Assurance, and Asset Tracking as core platform features.
* Automatic feature updates: As part of its cloud architecture, Juniper Mist provides bi-weekly, hitless automatic updates for features and security, delivered seamlessly from the cloud without service interruption or manual intervention. Mist documentation states, "New features, security patches, and updates are automatically added on a bi-weekly basis without interruptions or service downtime. This dramatically simplifies and improves service operations for network IT administrators."
* Wireless Assurance: Wireless Assurance is Mist's flagship cloud service that leverages AI and machine learning to automate wireless network operations, delivering predictable, reliable, and measurable Wi- Fi experiences. It provides deep visibility into client states, sets service level expectations (SLEs), and uses Marvis actions and AI-driven recommendations to ensure root-cause identification and proactive troubleshooting-"Mist Wi-Fi Assurance is a cloud service based on machine learning (ML) and driven by Mist AI... designed for the smart device era."
* Asset tracking: Asset Visibility/Tracking uses vBLE technology and Wi-Fi to track and locate assets and IoT devices within an organization, integrating with Juniper Mist Cloud for real-time and historical analytics. According to the Asset Visibility datasheet: "Mist Asset Visibility is a cloud service that enables real-time tracking and historical location analytics of people, assets, and IoT devices." Controller firmware updates and perpetual AP licenses are not listed features of the Mist cloud architecture; Mist uses a cloud-based control plane and subscription-based licensing for its platform.
References:Juniper Mist Wireless Overview , Asset Visibility Datasheet , Mist Platform Solution Brief , Mist AI Update Release Notes , Mist Feature Compariso

NEW QUESTION # 30
What does the icon in the lower-right corner of the exhibit do in the Mist UI?

A. It opens the Marvis site map.
B. It opens the Marvis Actions interface.
C. It opens the Marvis Virtual Assistant.
D. It opens the Marvis Query interface.

Answer: C

NEW QUESTION # 31
Where do reminders about subscription expiration appear in the Juniper Mist portal?

A. In the dashboard alerts
B. In the device's insights section
C. In Marvis Actions
D. In a banner message at the top of the Juniper Mist portal

Answer: D

Explanation:
Juniper Mist Cloud provides visual and automated notifications to alert administrators aboutsubscription status and expirationfor services such asWireless Assurance, Wired Assurance, WAN Assurance, Premium Analytics, and Marvis AI.
According to theJuniper Mist Cloud Administration and Licensing Guide, the system:
"Displays subscription and license expiration warnings in a banner across the top of the Mist portal interface when licenses are within their renewal window." This banner typically appears in yellow or red, depending on urgency, and includes direct links to the Subscriptionspage for renewal actions.
While subscription status information can also be viewed manually underOrganization # Subscriptions, the real-time reminders and notificationsappear asbanner messages at the top of the Mist Portal.
OptionsB,C, andDare incorrect because:
* Dashboard alerts focus on network events, not licensing.
* Marvis Actions highlights operational or performance issues.
* Device insights report performance metrics, not subscription data.
Therefore, the correct answer isA. In a banner message at the top of the Juniper Mist portal.
References:- Juniper Mist Cloud Licensing and Subscription Management Guide- Juniper Mist Administration and Portal User Interface Overview- Juniper Mist Cloud Operations and Renewal Notifications Documentation

NEW QUESTION # 32
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JN0-253 Test Testking - JN0-253 Reliable Real Exam

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Juniper Mist AI, Associate (JNCIA-MistAI) Sample Questions (Q27-Q32):

2025 Trustable Juniper JN0-253: Mist AI, Associate (JNCIA-MistAI) Test Testking

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