Just as teachers help students gain new skills, the same is true of artificial intelligence (AI). Machine learning algorithms can adapt and change, much like the learning process itself. Using the machine teaching paradigm, a subject matter expert (SME) can teach AI to improve and optimize a variety of systems and processes. The result is an autonomous AI system.
Offert par
Université de Washington
Microsoft
Machine Teaching for Autonomous AI
Université de WashingtonÀ propos de ce cours
8 943 consultations récentes
Dates limites flexibles
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Certificat partageable
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100 % en ligne
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Niveau débutant
Familiarity with engineering concepts like robotics and manufacturing is helpful but not required.
Approx. 12 heures pour terminer
Anglais
Sous-titres : Anglais
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You’ll select a use case where autonomous AI can outperform traditional methods—setting the foundation for designing and building an autonomous AI.
Compétences que vous acquerrez
- Machine Learning
- Decision-Making
- Intelligent Design
- Innovation
- AI Design
Dates limites flexibles
Réinitialisez les dates limites selon votre disponibilité.
Certificat partageable
Obtenez un Certificat lorsque vous terminez
100 % en ligne
Commencez dès maintenant et apprenez aux horaires qui vous conviennent.
Niveau débutant
Familiarity with engineering concepts like robotics and manufacturing is helpful but not required.
Approx. 12 heures pour terminer
Anglais
Sous-titres : Anglais
Votre entreprise pourrait-elle bénéficier de la formation des employés à des compétences recherchées ?
Essayez Coursera pour les affaires
Offert par
Université de Washington
Founded in 1861, the University of Washington is one of the oldest state-supported institutions of higher education on the West Coast and is one of the preeminent research universities in the world.
Microsoft
Our goal at Microsoft is to empower every individual and organization on the planet to achieve more.
Programme de cours : ce que vous apprendrez dans ce cours
2 heures pour terminer
An Introduction to Autonomous AI & Machine Teaching
This module lays the foundation for this course and the entire specialization. You'll learn what makes autonomous AI different from other forms of artificial intelligence. You're invited to take a behind the scenes look at some organizations using autonomous AI and hear from operators and managers about the benefits they're realizing by harnessing autonomous AI. The focus will then transition to you! You'll explore five different mindset profiles that describe different approaches to building AI systems.
2 heures pour terminer
5 vidéos (Total 36 min), 9 lectures
3 heures pour terminer
Analyzing the Problem
Not all problems are right for an autonomous AI solution. In this module, we explore types of automated systems and their strengths and limitations for various issues. You'll learn how to determine whether a problem needs a solution that goes beyond automated systems and into useful AI.
3 heures pour terminer
9 vidéos (Total 74 min), 2 lectures, 2 quiz
3 heures pour terminer
Learning the Solution
In the last module we looked at "automated" systems (math, menus, and manuals); examining situations where they excel and understanding their limitations. In this module we'll focus on "autonomous" systems such as: machine learning (ML), reinforcement learning (RL), neural networks (NN) and deep reinforcement learning (DRL); assessing both the strengths and weaknesses of each autonomous system. Lastly you'll see how "machine teaching" can tap into the strengths of all the automated and autonomous systems.
3 heures pour terminer
6 vidéos (Total 79 min)
4 heures pour terminer
Storytelling
Wondering what has storytelling has got to do with AI? Good storytelling is a tool of persuasion. Dry facts and data are not as compelling as persuasion arguments. In the real world someone has to fund the development of your autonomous AI design, and you need to tell that person a persuasive story.
4 heures pour terminer
5 vidéos (Total 24 min), 2 lectures, 1 quiz
Avis
- 5 stars91,66 %
- 1 star8,33 %
Meilleurs avis pour MACHINE TEACHING FOR AUTONOMOUS AI
par MP28 août 2022
It's a great starter course in Autonomous AI field. Thanks for all the help & support during the whole journey.
par PH13 juin 2022
Very well structured and paced. Tackles some important topics with real life examples to back it up.
par HM22 juin 2022
Great first course to understand how to bridge the gap between expert knowledge and the power of reinforcement learning. Looking forward to courses that go deeper into the technology!
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