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| Topic | Details |
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| Topic 1 | - Juniper Mist Cloud Fundamentals: This domain covers Juniper's cloud-native platform architecture, focusing on AI and machine learning capabilities for intelligent network management and real-world deployment scenarios.
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| Topic 2 | - Juniper Mist Monitoring and Analytics: This domain focuses on monitoring tools including service-level expectations, packet captures, AI-driven insights, automated alerts, and audit logs for comprehensive network visibility.
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| Topic 3 | - Location-based Services: This domain presents virtual Bluetooth Low Energy capabilities for asset tracking, visibility, and location-aware experiences that extend networking into physical space management.
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Juniper Mist AI, Associate (JNCIA-MistAI) Sample Questions (Q80-Q85):
NEW QUESTION # 80
Which statement is correct about the SLE dashboard?
- A. Both SLEs and classifiers are displayed as a percentage of success.
- B. SLEs are displayed as a percentage of failure and classifiers are displayed as a percentage of success.
- C. SLEs are displayed as a percentage of success and classifiers are displayed as a percentage of failure.
- D. Both SLEs and classifiers are displayed as a percentage of failure.
Answer: C
Explanation:
In the SLE dashboard, Service Level Expectations (SLEs) are shown as a percentage of success to highlight how well the network is performing. On the other hand, classifiers are displayed as a percentage of failure to indicate areas where issues are occurring and need attention. This approach helps provide a clear understanding of both overall performance and problem areas.
NEW QUESTION # 81
What are the principal types of machine learning for AI agents?
- A. Supervised, unsupervised, reinforcement, and deep learning
- B. Supervised, unsupervised, clustering, and association rules
- C. Supervised, unsupervised, Markov decision process, and Bellman equation
- D. Supervised, unsupervised, dynamic programming, and Q-learning
Answer: A
Explanation:
In theJuniper Mist AI ecosystem, the intelligence behind Mist's automation and insight generation is driven bymachine learning (ML)andartificial intelligence (AI)models. These models enable Mist AI to identify trends, predict network issues, and automate remediation through theMarvis Virtual Network Assistant (VNA).
According to theJuniper Mist AI and Machine Learning Overview, Mist AI utilizes several core ML paradigms:
"Mist AI leverages supervised, unsupervised, reinforcement, and deep learning models to interpret telemetry data, recognize behavioral patterns, and make predictive adjustments for network optimization."
* Supervised Learning- Uses labeled data for training, allowing Mist AI to identify known issues (e.g., DHCP failures or high latency).
* Unsupervised Learning- Detects anomalies or patterns in unlabeled datasets (e.g., identifying abnormal client behavior).
* Reinforcement Learning- Continuously improves network performance by using feedback from outcomes of previous actions.
* Deep Learning- Employs neural network models for complex pattern recognition and predictive analytics.
These combined learning approaches enable Mist AI to evolve autonomously and maintain accuracy through itsAI efficacy loop.
Therefore, the correct answer isD. Supervised, unsupervised, reinforcement, and deep learning.
References:- Juniper Mist AI and Machine Learning Overview- Juniper Mist AI Cloud Architecture and Predictive Analytics Guide- Juniper Mist Marvis Virtual Network Assistant Technical Documentation
NEW QUESTION # 82
In Juniper Mist, which three devices send data to the Juniper Mist Cloud? (Choose three.)
- A. Juniper Mist Edge
- B. Session Smart Router
- C. Access Point
- D. Syslog Server
- E. RADIUS Server
Answer: A,B,C
Explanation:
In theJuniper Mist Cloud architecture, data is collected and streamed from variousedge devicesto the Mist Cloud platform, whereAI-driven analytics,automation, andtelemetry correlationoccur. OnlyMist- managed devicesthat are cloud-connected contribute operational telemetry data to Mist AI for analysis.
According to theJuniper Mist Cloud Architecture and Operations Guide:
"Access Points, Juniper Mist Edge devices, and Session Smart Routers (SSR) communicate directly with the Mist Cloud, sending telemetry, configuration, and analytics data in real time."
* Access Points (B):Provide wireless client telemetry, RF statistics, and user SLE (Service Level Expectation) data.
* Session Smart Routers (C):Supply WAN Assurance and routing analytics, including path and session health data.
* Juniper Mist Edge (D):Acts as an on-premises gateway that forwards data and enables local breakout for Mist Cloud services.
Syslog ServersandRADIUS Serversare external systems and do not send native telemetry to the Mist Cloud-they only interact through authentication or logging integrations.
References:- Juniper Mist Cloud Architecture and Operations Guide- Juniper Mist WAN and Wired Assurance Documentation- Juniper Mist Edge and Session Smart Router Integration Guide
NEW QUESTION # 83
Under which category would you identify bad cables using Marvis Actions?
- A. Security
- B. Clients
- C. Layer 1
- D. Connectivity
Answer: C
Explanation:
Bad cables are physical layer issues, so Marvis Actions classifies them under Layer 1, which deals with the physical infrastructure of the network.
NEW QUESTION # 84
What are the principal types of machine learning for AI agents?
- A. supervised, unsupervised, clustering, and association rules
- B. supervised, unsupervised, reinforcement, and deep learning
- C. supervised, unsupervised, dynamic programming, and Q-learning
- D. supervised, unsupervised, Markov decision process, and Bellman equation
Answer: B
Explanation:
The four principal types of machine learning used by AI agents are supervised learning, unsupervised learning, reinforcement learning, and deep learning, each addressing different problem domains and data requirements.
NEW QUESTION # 85
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