Product Design in AI | Artificial Intelligence and Users
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- Curriculum
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Are you interested in learning how to incorporate artificial intelligence (AI) to your future designs and creating innovative products? It is not too late and in fact, you are early! If you are a product designer, or UX/UI designer, looking to enhance your skills in order to compete for the next job in the science and technology field, this course on Product Design in AI is the perfect option for you.
With
- 100+ on-demand videos,
- 500+ downloadable slides and course materials,
- hands-on projects for your design portfolio,
- and a certificate to prove your expertise in AI Design,
you will be ready to position yourself as an expert in the field of product design in AI.
In this comprehensive course on AI design, you will learn not only how to prototype AI-powered products that meet the needs of your target users, but also the ethical and legal considerations involved in designing AI systems or products. You will also learn how to deal with common AI design issues such as bias in data and algorithms.
*Note that this course is not about how to use AI to assist in your design process, but about
how to design for AI-powered products and AI systems.
By the end of this course, you will be well-equipped to turn your ideas into successful AI-powered products, and take your portfolio to another level with your newly gained knowledge and experience in product design in artificial intelligence.
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3What is artificial intelligence ?Video lesson
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4The role of product design in AI developmentVideo lesson
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5Understanding the domainVideo lesson
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6Discovering AI use caseVideo lesson
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7Types of AI use caseVideo lesson
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8Summary: Intro to Product Design and AIVideo lesson
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9Glossary: Intro to Product Design and AIText lesson
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10Quiz: Intro to Product Design and AIQuiz
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11Transitioning from traditional design to AI designVideo lesson
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12Products that AI designers designVideo lesson
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13The 10 responsibilities of an AI designerVideo lesson
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14General flow of AI designVideo lesson
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15Summary: Foundations of AI DesignVideo lesson
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16Glossary: Foundations of AI DesignText lesson
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17Quiz: Foundations of AI DesignQuiz
Check your understanding for this section.
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27Understanding user needsVideo lesson
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28Intersection of user needs and AIVideo lesson
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29Narrowing down the focusVideo lesson
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30Automation vs augmentationVideo lesson
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31Summary: System Design - Part 1: Determine AI ValuesVideo lesson
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32Glossary: System Design - Part 1: Define AI ValuesText lesson
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33Quiz: System Design - Part 1: Determine AI ValuesQuiz
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34Creating a user journeyVideo lesson
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35Identifying the main problem of your AI-powered productVideo lesson
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36Inputs and outputs of an AI systemVideo lesson
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37The business values of outputsVideo lesson
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38Summary: System Design - Part 2: User POV with AIVideo lesson
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39Glossary: System Design - Part 2: User POV with AIText lesson
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40Quiz: System Design - Part 2: User POV with AIQuiz
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41Design for error handling in AI systemsVideo lesson
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42Special types of errors in AI systems from user perspectivesVideo lesson
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43Error vs failureVideo lesson
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44User-perceived errorsVideo lesson
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45Input errorsVideo lesson
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46Summary: System Design - Part 3: Design for ErrorVideo lesson
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47Glossary: System Design - Part 3: Design for ErrorText lesson
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48Quiz: System Design - Part 3: Design for ErrorsQuiz
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49The purpose of prototypingVideo lesson
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50Information architecture for an AI systemVideo lesson
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51User flow for user's stepsVideo lesson
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52Consider user interactions with AIVideo lesson
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53Summary: System Design - Part 4: Prototyping AI-Powered ProductsVideo lesson
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54Glossary: System Design - Part 4: Prototyping AI-Powered ProductsText lesson
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55Quiz: System Design - Part 4: Prototyping AI-Powered ProductsQuiz
Check your understanding of this section on prototyping AI-powered products.
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56Prototyping for voice systems - IntroductionVideo lesson
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57Prototyping for voice systems - Conversation flowVideo lesson
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58Prototyping for voice systems - Voice Command LibrariesVideo lesson
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59Prototyping for voice systems - Example: Restaurant AI assistantVideo lesson
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60Prototyping for gesture systems - IntroductionVideo lesson
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61Prototyping for gesture systems - SensorsVideo lesson
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62Prototyping for gesture systems - Gesture recognition algorithmsVideo lesson
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63Glossary: Advanced Topics in AI Prototypes: Voice and Gesture SystemsText lesson
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64What’s next for product designersVideo lesson
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65Design the reward functionVideo lesson
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66Precision and recallVideo lesson
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67Evaluating the AI system with probability scoresVideo lesson
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68Summary: System Design - Part 5: Define the AI SystemVideo lesson
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69Glossary: System Design - Part 5: Define the AI SystemText lesson
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70Quiz: System Design - Part 5: Define the AI SystemQuiz
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71Why ML basics are important for product designersVideo lesson
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72Machine learning and AIVideo lesson
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73Types of machine learning and their productsVideo lesson
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74Steps to design ML modelsVideo lesson
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75Supervised learningVideo lesson
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76Unsupervised learningVideo lesson
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77Reinforcement learningVideo lesson
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78Summary: Intro to Machine Learning for DesignersVideo lesson
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79Glossary: Intro to Machine Learning for DesignersText lesson
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