Product Design in AI | Artificial Intelligence and Users 2024 Course For Free With Certification | Free Udemy Course | First 1000 Users for Free |

Product Design in AI | Artificial Intelligence and Users

The Most Comprehensive UX & AI Course - Learn to Design for Artificial Intelligence as a UX/UI Designer of the Future

What you'll learn

• You will learn to apply AI principles in product design, understand differences between traditional & AI design and create user-centered AI systems.
• You will learn to address ethical concerns, understand the basics of machine learning, and improve communication in AI product development teams.
• You will learn to identify user needs, goals and feedback in AI design, to create truly beneficial and user-centered products.
• You will learn to analyze and prevent bias, protect privacy, and enhance security in AI products to ensure responsible, trustworthy and fair systems.
• You will learn to design and prototype AI systems, develop and test them with user feedback to improve the user experience.
• You will learn to understand the business objectives and technical feasibility in AI product development to align your designs with company goals.
• As a competitive learner in this course and a future AI designer, you should walk away with at least 3 AI projects for your design portfolio.
• As a passionate product designer and lifetime learner, you should get lifetime access to full course materials dedicated to AI designing

Course content

21 sections • 124 lectures • 4h 49m total length

Preview

01:57

Preview

00:41

What is artificial intelligence ?

02:08

Preview

01:32

Understanding the domain

01:33

Discovering AI use case

01:28

Types of AI use case

04:19

Summary: Intro to Product Design and AI

01:01

Glossary: Intro to Product Design and AI

00:21

Quiz: Intro to Product Design and AI

5 questions

Transitioning from traditional design to AI design

02:45

Products that AI designers design

02:14

The 10 responsibilities of an AI designer

04:00

General flow of AI design

04:04

Summary: Foundations of AI Design

00:47

Glossary: Foundations of AI Design

00:16

Quiz: Foundations of AI Design

3 questions

How to use my project generator

00:33

Project Generator

02:57

UX brief introduction

01:31

Phase 1 - Discover

01:03

Phase 2 - Research

01:33

Phase 3 - Analyze

01:19

Phase 4 - Design

01:38

Phase 5 - Validate

00:41

Ending Remark

00:46

Understanding user needs

03:20

Preview

02:16

Narrowing down the focus

03:08

Automation vs augmentation

03:11

Summary: System Design - Part 1: Determine AI Values

01:18

Glossary: System Design - Part 1: Define AI Values

00:27

Quiz: System Design - Part 1: Determine AI Values

4 questions

Creating a user journey

03:04

Identifying the main problem of your AI-powered product

02:37

Inputs and outputs of an AI system

03:37

The business values of outputs

02:12

Summary: System Design - Part 2: User POV with AI

01:08

Glossary: System Design - Part 2: User POV with AI

00:10

Quiz: System Design - Part 2: User POV with AI

4 questions

Design for error handling in AI systems

03:34

Special types of errors in AI systems from user perspectives

03:58

Error vs failure

04:06

User-perceived errors

03:45

Input errors

02:15

Summary: System Design - Part 3: Design for Error

01:04

Glossary: System Design - Part 3: Design for Error

00:19

Quiz: System Design - Part 3: Design for Errors

10 questions

The purpose of prototyping

04:50

Information architecture for an AI system

04:18

User flow for user's steps

01:34

Consider user interactions with AI

04:54

Summary: System Design - Part 4: Prototyping AI-Powered Products

01:16

Glossary: System Design - Part 4: Prototyping AI-Powered Products

00:25

Quiz: System Design - Part 4: Prototyping AI-Powered Products

1 question

Prototyping for voice systems - Introduction

02:48

Prototyping for voice systems - Conversation flow

03:43

Prototyping for voice systems - Voice Command Libraries

02:11

Prototyping for voice systems - Example: Restaurant AI assistant

03:30

Prototyping for gesture systems - Introduction

02:58

Prototyping for gesture systems - Sensors

02:18

Prototyping for gesture systems - Gesture recognition algorithms

02:50

Glossary: Advanced Topics in AI Prototypes: Voice and Gesture Systems

00:46

Preview

01:53

Design the reward function

04:54

Precision and recall

05:22

Evaluating the AI system with probability scores

04:35

Summary: System Design - Part 5: Define the AI System

01:41

Glossary: System Design - Part 5: Define the AI System

00:48

Quiz: System Design - Part 5: Define the AI System

10 questions

Preview

03:01

Machine learning and AI

02:38

Types of machine learning and their products

03:49

Steps to design ML models

03:25

Supervised learning

05:53

Unsupervised learning

02:54

Reinforcement learning

03:36

Summary: Intro to Machine Learning for Designers

00:36

Glossary: Intro to Machine Learning for Designers

01:14

The data preparation process

02:49

Data design document

02:03

Identifying data sources

03:19

Data pre-processing

03:57

Analyzing the data

03:19

Summary: Data Design - Part 1: Overview

01:39

Glossary: Data Design - Part 1: Overview

00:39

Quiz: Data Design - Part 1: Overview

10 questions

Transforming user needs to data needs

03:24

Examples and labels

03:06

Extraction and selection

01:44

More on labels and their labelers

02:36

Guidelines for labelers

03:36

Biases in labelers and effects on end users

04:15

Dealing with biases

02:42

Summary: Data Design - Part 2: User Needs and Data

01:47

Glossary: Date Design - Part 2: User Needs and Data

01:12

Quiz: Data Design - Part 2: User Needs and Data

10 questions

Splitting the data

03:05

Overfitting

04:18

Underfitting

01:48

Data maintenance to keep your AI updated

02:04

Data maintenance document

03:44

Privacy and security in data collection

02:50

Summary: Data Design - Part 3: Data Handling

00:52

Glossary: Data Design - Part 3: Data Handling

00:42

Quiz: Data Design - Part 3: Data Handling

10 questions

Introduction to onboarding

01:03

Communicate value proposition

03:21

Provide user-friendly interface

02:47

Provide easy sign-up process

03:07

Provide a tutorial

02:37

Provide ongoing support

02:09

Summary: Onboarding First-Time Users of AI-Powered Products

01:24

Glossary: Onboarding First-Time Users of AI-Powered Products

00:06

Quiz: Onboarding First-Time Users of AI-Powered Products

3 questions

What is transparent and explainable AI

03:21

Maintain trust when data sources are sensitive

02:15

Explain not the technology

02:59

Matching explanations to user actions

01:29

How model confidence affects users

03:08

Summary: Designing Transparent and Explainable AI

00:46

Glossary: Designing Transparent and Explainable AI

00:06

Quiz: Designing Transparent and Explainable AI

5 questions

Initial evaluation round

03:38

Alpha testing

01:59

Beta testing

01:33

Summary: Evaluation Rounds for AI-Powered Products

00:56

Glossary: Evaluation Rounds for AI-Powered Products

00:45

Quiz: Evaluation Rounds for AI-Powered Products

5 questions

Understanding neural networks

03:32

Convolutional neural networks (CNNs)

02:49

Recurrent neural networks (RNNs)

02:56

Pre-trained models and transfer learning

01:54

Approaching product design with pre-trained models

02:45

Summary: Neural Networks for AI Designers

01:40

Glossary: Neural Networks for AI Designers

00:32

Quiz: Neural Networks for AI Designers

5 questions

Upgrading your portfolio

3 questions

Check your system design

10 questions

Check your data design

10 questions

Expect evaluation rounds

6 questions

Bonus Tutorial - ChatGPT

00:32

Requirements

No programming experience is needed

Background in UX/UI is helpful

Description

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.

Who this course is for:

• Beginner in AI designing
• Product Designer
• UX/UI Designer

Instructors

Emily UXAI

Product Designer in XR and AI

Emily UXAI

4.1 Instructor Rating

221 Reviews

6,701 Students

2 Courses

Bachelor's in Psychology - University of California, Berkeley

Emily is a product designer specialized in XR (extended reality) and AI (artificial intelligence). Interestingly, she also has 2+ years experiences of doing research in the field of neuropsychology, specifically in communication pathways. With her passion in delivering technology to a wider range of population, she constantly tries to figure out the easiest pathway for everyone to leverage these rising inventions.

This course includes:

3.5 hours on-demand video

1 downloadable resource

Access on mobile and TV

Full lifetime access

Certificate of completion

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