New book offers full lifecycle, story-backed
best practices for launching and scaling successful and responsible
AI programs
Appen Limited (ASX:APX), the leading provider of high-quality
training data for leading companies that develop machine learning,
speech recognition, and computer vision algorithms, today announced
a new book, Real World AI: A Practical Guide for Responsible
Machine Learning, authored by Wilson Pang, Appen CTO, and Alyssa
Simpson Rochwerger, director of product management at Blue Shield
of California and former Appen VP of AI and data. Available now on
Amazon.com, Real World AI lays out a human-centric, responsible
approach to deploying AI using tried and tested knowledge from
industry leaders. This practical guide to deploying AI lays out a
human-first, responsible approach that has seen more than three
times the success rate when compared to the industry average.
When AI works, companies are able to delight customers, but when
AI fails, it can result in a devastating waste of time, money and
even reputation. According to industry analysts, deploying AI
initiatives to production is a treacherous process, with over 80%
of initiatives never making it past pilot stage. However,
organizations working on AI projects now have a new tool they can
leverage to deploy AI with confidence. Real World AI highlights
learnings from global enterprises and startups, and it features
personal experiences from dozens of people who have worked on
global AI deployments that impact billions of people every day,
both from a technologist and from a business perspective.
“When it comes to AI projects, having large amounts of data and
annotating it isn’t the only critical ingredient,” said Wilson
Pang. “You and your team have to pick the right problem to solve,
account for multiple variables around bias, and approach the
problem with high-quality data. This is the first book that
provides practical advice for achieving AI success through the lens
of responsible AI.”
In Real World AI, Pang and Rochwerger walk through an approach
to AI that can give businesses confidence to move forward. The
authors provide:
- Examples of AI strategies that succeeded and failed
- Practical guidance on developing a successful AI strategy
- Advice and examples on identifying the “Goldilocks” problem to
solve
- Requirements for ensuring responsible AI, with a focus on data
and governance
- Insights into the AI journey – from pilot to maturity
“Building AI is hard. Every team pioneering AI has faced
challenges trying to launch working scalable projects, and most
pilots never made it to production or served customers particularly
well,” said Alyssa Simpson Rochwerger. “In Real World AI, we share
our stories to help companies optimize their AI journey by avoiding
common mistakes, focusing on the right problem, and building a
responsible, data-driven AI strategy that will lead to
success.”
Praise for Real World AI
Tom Taulli, columnist, Forbes.com; author of Artificial
Intelligence Basics “Building an effective and responsible AI
system, which drives strong ROI, is far from easy. But if companies
want to thrive and remain competitive, they will need to find ways
to be successful. There is really no alternative. But the good news
is that this book provides a solid roadmap, which is backed up with
real-world use cases and actionable advice.”
Maribel Lopez, Analyst, Speaker, Author of The Right Time
Experiences, Principal of Lopez Research “This book will help
business leaders tie AI and Machine Learning to real world business
problems. Alyssa and Wilson have a unique ability to break it down
for all of us in a way that we can all realize the benefits of AI
in our everyday lives and underscores the importance of the quality
of data in all that we do. This is a hands-on guide that talks to
business leaders in business terms."
Availability
See more reviews and sign up for publishing updates at
https://appen.com/real-world-ai/
About Wilson Pang, Appen CTO
Wilson is responsible for Appen’s products and technology. He
has over nineteen years’ experience in software engineering and
data science. Prior to joining Appen, Wilson was chief data officer
of Ctrip in China, the second-largest online travel agency in the
world, where he led data engineers, analysts, data product
managers, and scientists to improve user experience and increase
operational efficiency. Before that, he was senior director of
engineering at eBay, providing leadership in various domains,
including data service and solutions, search science, marketing
technology, and billing systems. Prior to eBay, he worked as an
architect at IBM, building technology solutions for various
enterprise clients.
About Alyssa Simpson Rochwerger, Director of Product
Management, Blue Shield of California
Alyssa has held numerous product leadership roles for machine
learning organizations. She served as VP of Product for Figure
Eight (acquired by Appen), VP of AI and data at Appen, and director
of product at IBM Watson. She recently left the space to pursue her
dream of using technology to improve healthcare. Currently, she
serves as Director of Product at Blue Shield of California, where
she is happily surrounded by lots of data, many hard problems, and
nothing but opportunities to make a positive impact. She is
thrilled to pursue the mission of providing access to high-quality,
affordable healthcare that is worthy of our families and friends.
Learn more on www.alyssasimpsonrochwerger.com
About Appen Limited
Appen collects and labels images, text, speech, audio, and video
used to build and continuously improve the world’s most innovative
artificial intelligence systems. With expertise in more than 235
languages, a global crowd of over 1 million skilled contractors,
and the industry’s most advanced AI-assisted data annotation
platform, Appen solutions provide the quality, security, and speed
required by leaders in technology, automotive, financial services,
retail, manufacturing, and governments worldwide. Founded in 1996,
Appen has customers and offices around the world.
View source
version on businesswire.com: https://www.businesswire.com/news/home/20210316005185/en/
Titus Capilnean Director, Corporate Marketing
tcapilnean@appen.com
Appen (ASX:APX)
Historical Stock Chart
From Nov 2024 to Dec 2024
Appen (ASX:APX)
Historical Stock Chart
From Dec 2023 to Dec 2024