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Building Intelligent Troubleshooting Agents
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Building Intelligent Troubleshooting Agents

Learn to create AI-powered troubleshooting agents that can diagnose and resolve issues autonomously using NLP, decision-making algorithms, and ML models.

Course Cost

Free course

Intermediate

Skill Level

42 Hours

Self-paced lessons

This course cannot be purchased separately - to access the complete learning experience, graded assignments, and earn certificates, you'll need to enroll in the full Microsoft AI & ML Engineering Professional Certificate program. You can audit this specific course for free to explore the content, which includes access to course materials and lectures. This allows you to learn at your own pace without any financial commitment.

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What you'll learn

  • Define, describe, and design the architecture of an intelligent troubleshooting agent

  • Implement natural language processing techniques for user interaction

  • Develop decision-making algorithms for problem diagnosis and resolution

  • Optimize and evaluate the performance of AI-based troubleshooting agents

  • Apply fine-tuning techniques to enhance LLMs for specific tasks

  • Design and implement multi-agent systems for complex troubleshooting scenarios

  • Integrate sentiment analysis to improve user interactions

  • Create robust error-handling and logging systems for AI agents

Skills you'll gain

Intelligent Agents
LLM Fine-Tuning
NLP
AI Troubleshooting
Multi-Agent Systems
Python Programming
Decision Algorithms
Sentiment Analysis
Error Handling
Performance Optimization

This course includes:

45 Hours PreRecorded video

42 assignments

Access on Mobile, Desktop, Tablet

FullTime access

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Certificate

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Share your certificate with prospective employers and your professional network on LinkedIn.

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Top companies offer this course to their employees

Top companies provide this course to enhance their employees' skills, ensuring they excel in handling complex projects and drive organizational success.

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There are 5 modules in this course

This course focuses on the design and implementation of intelligent troubleshooting agents powered by AI technologies. Students begin with LLM fine-tuning techniques for task-specific adaptation, exploring data preparation, parameter-efficient fine-tuning, and evaluation metrics. The curriculum then covers fundamentals of AI agents, comparing single and multi-agent systems while establishing key requirements for troubleshooting applications. Natural language processing modules teach chatbot interface development, sentiment analysis implementation, and component integration for effective user interactions. Students gain hands-on experience implementing troubleshooting agents in Python, including classification models, decision-making algorithms, and robust error handling. The course concludes with comprehensive testing, optimization techniques, and real-world evaluation methods to ensure agent effectiveness in practical applications.

LLM fine-tuning for task-specific adaptation

Module 1 · 14 Hours to complete

Fundamentals of AI agents

Module 2 · 7 Hours to complete

Natural language processing for troubleshooting

Module 3 · 6 Hours to complete

Implementing the troubleshooting agent

Module 4 · 9 Hours to complete

Testing and optimizing the agent

Module 5 · 6 Hours to complete

Fee Structure

Reviews

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Faculties

These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.

Building Intelligent Troubleshooting Agents

Intermediate

Skill Level

42 Hours

Self-paced lessons

Course Cost

Free course

Completion

CERTIFICATE

Frequently asked Questions

Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.