Microsoft
Building Intelligent Troubleshooting Agents

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Microsoft

Building Intelligent Troubleshooting Agents

 Microsoft

Instructor: Microsoft

Included with Coursera Plus

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

18 hours to complete
3 weeks at 6 hours a week
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

18 hours to complete
3 weeks at 6 hours a week
Flexible schedule
Learn at your own pace

Details to know

Shareable certificate

Add to your LinkedIn profile

Assessments

41 assignments

Taught in English

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Build your Software Development expertise

This course is part of the Microsoft AI & ML Engineering Professional Certificate
When you enroll in this course, you'll also be enrolled in this Professional Certificate.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
  • Earn a shareable career certificate from Microsoft
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There are 5 modules in this course

In this module, you'll delve into the critical processes and methodologies involved in fine-tuning LLMs to enhance their performance for specific tasks. By the end of this module, you will have a comprehensive understanding of fine-tuning techniques and be equipped to apply these methods to enhance LLMs for specific, practical applications.

What's included

1 video24 readings13 assignments

In this module, you will delve into the critical processes and methodologies involved in fine-tuning LLMs to enhance their performance for specific tasks. By the end of this module, you will have a comprehensive understanding of fine-tuning techniques and be equipped to apply these methods to enhance LLMs for specific, practical applications.

What's included

11 readings7 assignments

This module provides a comprehensive introduction to integrating natural language processing (NLP) techniques into the development of intelligent troubleshooting agents. You will learn to implement fundamental NLP methods, design effective chatbot interfaces, and apply sentiment analysis to improve user interactions. By the end of this module, you'll have the skills to build and optimize NLP-driven chatbots for troubleshooting, applying foundational text analysis techniques, creating effective user interfaces, and leveraging sentiment analysis to enhance user interactions.

What's included

9 readings7 assignments

This module equips you with the skills to develop a sophisticated troubleshooting agent using Python. The module covers coding core functionalities, integrating ML models, implementing decision-making algorithms, and establishing robust error-handling and logging systems. By the end of this module, you will have a comprehensive understanding of how to build and refine a troubleshooting agent using Python. You will be equipped with skills in coding core functionalities, integrating ML for problem classification, implementing decision-making algorithms, and ensuring robust error handling and logging.

What's included

11 readings9 assignments

This module focuses on the critical aspects of ensuring the quality and performance of troubleshooting agents through rigorous testing, performance monitoring, optimization, and real-world evaluation. You will develop skills to design test cases, implement monitoring systems, enhance response efficiency, and assess the agent's effectiveness in practical applications. By the end of this module, you will have the expertise to rigorously test, monitor, and optimize troubleshooting agents, ensuring they perform effectively and efficiently in real-world situations.

What's included

1 reading5 assignments

Instructor

 Microsoft
Microsoft
195 Courses1,043,191 learners

Offered by

Microsoft

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