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Autonomous AI design architect

Offered By: Microsoft via Microsoft Learn

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Artificial Intelligence Courses Control Theory Courses Optimization Algorithms Courses

Course Description

Overview

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  • Module 1: Learn automated intelligence methods and evaluate when to use it.

    In this module, you'll learn how to:

    • Describe automated methods included in Automated Intelligence
    • Describe automated methods strengths and weaknesses
    • Decide when automated methods are best used

    "Produced in partnership with the University of Oxford – Ajit Jaokar Artificial Intelligence: Cloud and Edge Implementations course"

  • Module 2: Learn Autonomous Intelligence technologies and evaluate when to use it.

    In this module, you'll learn how to:

    • Describe Machine Learning for Advance Perception as a key component of Machine Teaching for Autonomous Intelligence systems
    • Describe Deep Reinforcement Learning for human-like decision making as a key component of Machine Teaching for Autonomous intelligent systems
    • Evaluate the advantages and limitations of Machine Learning and Deep Reinforcement Learning when used in Machine Teaching for Autonomous intelligent systems

    "Produced in partnership with the University of Oxford – Ajit Jaokar Artificial Intelligence: Cloud and Edge Implementations course"

  • Module 3: Learn the concept of Machine Teaching and evaluate when to use it.

    In this module, you'll learn how to:

    • Describe Machine Teaching
    • Explain how to use Machine Teaching to outperform current industrial control systems
    • Decide when Machine Teaching is the right choice for your business problem

    "Produced in partnership with the University of Oxford – Ajit Jaokar Artificial Intelligence: Cloud and Edge Implementations course"

  • Module 4: Learn AI brain design patterns and evaluate when to use them.

    After completing this module, you'll be able to:

    • Design Autonomous AI brains for an industrial application
    • Describe the benefits and usage of brain design patterns
    • Apply best practices of Machine Teaching to solve industrial business challenges

    "Produced in partnership with the University of Oxford – Ajit Jaokar Artificial Intelligence: Cloud and Edge Implementations course"

  • Module 5: Learn to identify use cases for Autonomous AI.

    After completing this module, you'll be able to:

    • Select use cases for Autonomous AI
    • Evaluate scenarios where you can use Autonomous AI

    "Produced in partnership with the University of Oxford – Ajit Jaokar Artificial Intelligence: Cloud and Edge Implementations course"

  • Module 6: We explain how to fill out AI Specification document for Autonomous AI use case.

    After completing this module, you'll be able to:

    • Understand how to fill out an AI Specification document for a use case of your choice

Syllabus

  • Module 1: Module 1: Explore Automated Intelligence
    • Introduction
    • Discover Automated decision methods
    • Math - Making the predictable decisions with control theory
    • Menus - Searching for the right decision with optimization algorithms
    • Manuals - Expert Rules
    • Evaluate the use of Automated decision methods
    • Knowledge check
    • Summary
  • Module 2: Module 2: Explore Autonomous Intelligence
    • Introduction
    • Discover Autonomous Intelligence technologies
    • Evaluate the use of Autonomous Intelligence technologies
    • Knowledge check
    • Summary
  • Module 3: Module 3: Introduction to Machine Teaching
    • Introduction
    • What is Machine Teaching?
    • How Machine Teaching works
    • Design a brain for Soap Extruder scenario
    • When to use Machine Teaching
    • Knowledge check
    • Summary
  • Module 4: Module 4: Explore brain design patterns
    • Introduction
    • Perception Pattern
    • Functional Pattern
    • Strategy Pattern
    • When to choose a specific pattern
    • Knowledge check
    • Summary
  • Module 5: Module 5: Explore the art of selecting use cases for winning Autonomous AI
    • Introduction
    • How to select use cases
    • When to use an Autonomous AI solution
    • Knowledge check
    • Summary
  • Module 6: Module 6: Explore AI Specification document
    • Introduction
    • Design the AI Specification document
    • Knowledge check
    • Summary

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