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MLOps with Ray: Best Practices and Strategies for Adopting Machine Learning Operations
by Max Pumperla Zhe Zhang Hien LuuUnderstand how to use MLOps as an engineering discipline to help with the challenges of bringing machine learning models to production quickly and consistently. This book will help companies worldwide to adopt and incorporate machine learning into their processes and products to improve their competitiveness. The book delves into this engineering discipline's aspects and components and explores best practices and case studies. Adopting MLOps requires a sound strategy, which the book's early chapters cover in detail. The book also discusses the infrastructure and best practices of Feature Engineering, Model Training, Model Serving, and Machine Learning Observability. Ray, the open source project that provides a unified framework and libraries to scale machine learning workload and the Python application, is introduced, and you will see how it fits into the MLOps technical stack. This book is intended for machine learning practitioners, such as machine learning engineers, and data scientists, who wish to help their company by adopting, building maps, and practicing MLOps. What You'll Learn Gain an understanding of the MLOps discipline Know the MLOps technical stack and its components Get familiar with the MLOps adoption strategy Understand feature engineering Who This Book Is For Machine learning practitioners, data scientists, and software engineers who are focusing on building machine learning systems and infrastructure to bring ML models to production
BBC Proms 2024 (BBC Proms Guides)
by BBC Proms PublicationsThe BBC Proms is the world's biggest and longest-running classical music festival and one of the jewels in the crown for the BBC. Held every summer at the Royal Albert Hall in London and across the UK, it is one of the strongest brand names in the music world and attracts a glittering array of artists and orchestras from the UK and around the world. Whether you're a first-time visitor or an experienced Prommer, watching at home or listening on radio or online, the BBC Proms Guide is an excellent companion to the festival, which you can treasure and return to in years to come. Filled with concert listings and articles by leading writers, the BBC Proms Guide offers an insight into the performers and repertoire, as well as thought-provoking opinion pieces about music, musicians and music-making.
Percy Jackson and the Titan's Curse: The Graphic Novel (Percy Jackson Graphic Novels #3)
by Rick RiordanThe third book in the bestselling Percy Jackson and the Olympians series - now as a graphic novel! Discover the story behind the Disney+ series.It's not every day you find yourself in combat with a half-lion, half-human.But when you're the son of a Greek God, it happens. And now my friend Annabeth is missing, a Goddess is in chains and only five half-blood heroes can join the quest to defeat the doomsday monster.Oh and guess what. The Oracle has predicted that not all of us will survive. . .Return to the World of Percy Jackson in the best-selling, brand-new adventure featuring the original hero in Percy Jackson and the Olympians: Chalice of the Gods – out now!And don't miss the trio's next adventure in Percy Jackson and the Olympians: Wrath of the Triple Goddess, coming soon!
Sugar: The addictive Richard and Judy book club pick (The Sugar Lacey series #1)
by Bernice McFaddenSugar is young, confident and hoping to start over. 'Poignant and bittersweet, this novel is a joy' Richard & JudyWhen she arrives in the southern town of Bigelow, it isn’t long before the neighbourhood is alight with gossip and suspicion. Sugar fears her past is catching up with her. Then she meets Pearl, a woman trying to forget her own trauma. As these next-door neighbours become unlikely friends, they wonder if their lives could finally be changing for the better. But small towns have long memories.Perfect for fans of Demon Copperhead and The Bluest Eye, Sugar is a classic waiting to be rediscovered.'Riveting... Searing and expertly imagined' TONI MORRISON on The Warmest December by Bernice L. McFadden'A page-turning novel guaranteed to be looked back on as a timeless classic' INDEPENDENT'This book is so engaging and beautiful and intriguing and satisfying that I could not put it down' ELLEReaders are falling for Sugar'Such an enjoyable read... beautifully written, raw and impactful''Riveting, heart-breaking''Very powerful, poignant''Beautifully written... brutal and moving... a must read book''Well-written with rich characters and many twists and turns''So descriptive yet easy to read, and it made me fall in love with all the characters'Richard and Judy Book Club Pick, Autumn 2021
The Battle of the Labyrinth: The Graphic Novel (percy Jackson Book 4) (Percy Jackson Graphic Novels #4)
by Rick RiordanThe fourth book in the bestselling Percy Jackson and the Olympians series - now as a graphic novel! Discover the story behind the Disney+ series.Honestly, blowing up another school was the last thing I wanted to do.As the son of a Greek God, I've had my share of near-death disaster - and now my arch enemy Luke wants to invade our camp via an ancient labyrinth.If he succeeds, thousands of bloodthirsty monsters will attack. So it's goodbye sunshine, hello darkness as four of us descend into the terrifying underground and beyond . . .Return to the World of Percy Jackson in the best-selling, brand-new adventure featuring the original hero in Percy Jackson and the Olympians: Chalice of the Gods – out now!And don't miss the trio's next adventure in Percy Jackson and the Olympians: Wrath of the Triple Goddess, coming soon!
Greg the Sausage Roll: The ultimate summer sizzler - part of the laugh out loud No. 1 bestselling series (Greg the Sausage Roll)
by Mark Hoyle Roxanne HoyleSun's out, crumbs out - Greg the Sausage Roll is SO EXCITED to be jetting off on his first-ever holiday! He's ready to hop on a plane to paradise for some FUN IN THE SUN! Karaoke, splashing in the pool, ice cream - Greg's ready to try it all and have the BEST HOLIDAY EVER!But will he miss his sausage-roll sweetheart, Gloria, and all his friends back at the bakery?Developed and written by the social media phenomenon that is LadBaby - the king and queen of sausage rolls - and creators of the hilarious No. 1 bestseller Greg the Sausage Roll: Santa's Little Helper.
Percy Jackson and the Sea of Monsters: The Graphic Novel (Percy Jackson Graphic Novels #2)
by Rick RiordanThe second book in the bestselling Percy Jackson and the Olympians series - now as a graphic novel! Discover the story behind the Disney+ series.You can't tell by looking at me that my dad is Poseidon, God of the Sea.It's not easy being a half-blood these days. Even a simple game of dodgeball becomes a death match against an ugly gang of cannibal giants - and that was only the beginning.Now Camp Half-Blood is under attack, and unless I can get my hands on the Golden Fleece, the whole camp will be invaded by monsters. Big ones . . .Return to the World of Percy Jackson in the best-selling, brand-new adventure featuring the original hero in Percy Jackson and the Olympians: Chalice of the Gods – out now!And don't miss the trio's next adventure in Percy Jackson and the Olympians: Wrath of the Triple Goddess, coming soon!
Percy Jackson and the Lightning Thief - The Graphic Novel: The Graphic Novel (Percy Jackson Graphic Novels #1)
by Rick RiordanThe first book in the bestselling Percy Jackson and the Olympians series - now as a graphic novel! Discover the story behind the Disney+ series.Look, I didn't want to be a half-blood. I never asked to be the son of a Greek God. I was just a normal kid, going to school, playing basketball, skateboarding. The usual. Until I accidentally vapourised my maths teacher. That's when things started really going wrong.Now I spend my time fighting with swords, battling monsters with my friends, and generally trying to stay alive.This is the one where Zeus, God of the Sky, thinks I've stolen his lightning bolt - and making Zeus angry is a very bad idea. Return to the World of Percy Jackson in the best-selling, brand-new adventure featuring the original hero in Percy Jackson and the Olympians: Chalice of the Gods – out now!And don't miss the trio's next adventure in Percy Jackson and the Olympians: Wrath of the Triple Goddess, coming soon!
The Last Olympian: The Graphic Novel (Percy Jackson Graphic Novels #5)
by Rick RiordanThe fifth book in the bestselling Percy Jackson and the Olympians series - now as a graphic novel! Discover the story behind the Disney+ series.Most people get presents on their sixteenth birthday. I get a prophecy that could save or destroy the world.It happens when you're the son of Poseidon, God of the Sea. According to an ancient prophecy, I turn sixteen and the fate of the entire world is on me. But no pressure.Now Kronos, Lord of the Titans, is beginning his attack on New York City. And the dreaded monster Typhon is also heading our way. So it's me and forty of my demi-god friends versus untold evil . . .Return to the World of Percy Jackson in the best-selling, brand-new adventure featuring the original hero in Percy Jackson and the Olympians: Chalice of the Gods – out now!And don't miss the trio's next adventure in Percy Jackson and the Olympians: Wrath of the Triple Goddess, coming soon!
Hope – How Street Dogs Taught Me the Meaning of Life: Featuring Rodney, McMuffin and King Whacker
by null Niall HarbisonTHE SUNDAY TIMES BESTSELLER Most people think I save dogs, but really they saved me. Niall Harbison is a dog hero based in Thailand. He spends his days feeding, caring for and rescuing the many street dogs he comes across. With every rescue there’s a story. Like the sweet gentle McMuffin who was found with many tumours and hours from death, only to be nursed back to health. She now lives with Niall and is a popular member of the pack. Then there is King Whacker – who escaped a vicious attack and is now ruling the nest living up to his name as the king of the all good dogs. And who could resist the puppy eyes of little Rodney, the beautiful dog with big paws who is melting millions of hearts around the world. Originally from Dublin, Niall was the owner of a successful advertising company. After selling it, he moved to Thailand where his addictions – drugs and alcohol – almost got the better of him. One day he woke up in hospital, close to death, and realised that something had to change. And that was what spurred him on to start saving and helping street dogs. His aim is to help 10,000 street dogs. This is his story.
Mary Poppins Comes Back (Mary Poppins Ser. #No. 2)
by null P. L. TraversDiscover the joy and wonder of Mary Poppins in the classic adventures! The original and classic stories available now in all-new luxurious livery in time for the release of the 2018 movie. Just when Jane and Michael Banks thought she was gone forever, Mary Poppins floats back into their lives on the end of a kite string, bringing a whole host of wonderful adventures with her. More than eighty years since we first met Mary Poppins, this original, classic story is still charming readers and transporting new fans into the mysterious world of everyone’s favourite magical nanny. Enjoy the second book in the iconic series.
A Game of Thrones: The Story Continues (A Song of Ice and Fire #1)
by null George R.R. MartinHBO’s hit series A GAME OF THRONES is based on George R. R. Martin’s internationally bestselling series A SONG OF ICE AND FIRE, the greatest fantasy epic of the modern age. A GAME OF THRONES is the first volume in the series. Summers span decades. Winter can last a lifetime. And the struggle for the Iron Throne has begun. As Warden of the north, Lord Eddard Stark counts it a curse when King Robert bestows on him the office of the Hand. His honour weighs him down at court where a true man does what he will, not what he must … and a dead enemy is a thing of beauty. The old gods have no power in the south, Stark’s family is split and there is treachery at court. Worse, the vengeance-mad heir of the deposed Dragon King has grown to maturity in exile in the Free Cities. He claims the Iron Throne.
Mary Poppins Opens the Door: Three Enchanting Classics: Mary Poppins, Mary Poppins Comes Back, And Mary Poppins Opens The Door (Mary Poppins Ser. #No. 3)
by null P. L. TraversDiscover the joy and wonder of Mary Poppins in the classic adventures! The original and classic stories available now in all-new luxurious livery in time for the release of the 2018 movie. On a dark November night, Mary Poppins returns in a burst of fireworks to restore order – and a sprinkling of magic – to the residents of Cherry Tree Lane. More than eighty years since we first met Mary Poppins, this original, classic story is still charming readers and transporting new fans into the mysterious world of everyone’s favourite magical nanny. Enjoy the third book in the iconic series.
The Queen’s Rising (The Queen’s Rising #1)
by null Rebecca RossAn epic and exhilarating story of deception, love and revenge, from the extraordinary Sunday Times and New York Times number-one-bestselling author of DIVINE RIVALS. Perfect for fans of Leigh Bardugo, Sarah J Maas and Shelby Mahurin. Brienna is an arden, a student of the five passions – art, music, wit, dramatics and knowledge. On the summer solstice in her seventeenth year, she hopes to become mistress of the passion – one who has mastered her area of study. But Brienna knows that she was not granted a coveted place at her passion-house because of talent, like her arden-sisters. She is here because someone wished her hidden. Brienna has never learned her father’s identity. All she knows is that her mother was Valenian – from the land of elegance, etiquette and learning – and her father was Maevan. Brienna has never set foot in Maevana, but knows it is a wild, windswept place, fiercely proud of its ancient heritage of magical warrior queens – yet now suffering under the rule of a tyrannical king. Then Brienna begins to have visions: the inherited memories of a long-dead Maevan ancestor, who hid the legendary Stone of Eventide. If the Stone can be found, the rightful queen of Maevana can be restored to the throne. And Brienna has the power to do it. Swept into a dangerous new life of secret alliances, generations-old enmities, deep family secrets and smouldering first love, Brienna must ask herself what is stronger: the bond of chosen family, or that of blood . . .
Perfect (Flawed Ser. #2)
by null Cecelia AhernThe thrilling, shocking and romantic sequel to the bestselling YA debut FLAWED is finally here. When we embrace all our flaws, that’s when we can finally become PERFECT… Celestine North lives in a society that demands perfection. After she was branded Flawed by a morality court, Celestine's life has completely fractured – all her freedoms gone. Since Judge Crevan has declared her the number one threat to the public, she has been a ghost, on the run with the complicated, powerfully attractive Carrick, the only person she can trust. But Celestine has a secret – one that could bring the entire Flawed system crumbling to the ground. Judge Crevan is gaining the upper hand, and time is running out for Celestine. With tensions building, Celestine must make a choice: save only herself, or risk her life to save all the Flawed. And, most important of all, can she prove that to be human in itself is to be Flawed…?
The Queen’s Resistance (The Queen’s Rising #2)
by null Rebecca RossThe epic sequel to THE QUEEN’S RISING: a tale of love, rebellion, alliance and betrayal, from the extraordinary Sunday Times and New York Times number-one-bestselling author of DIVINE RIVALS. Perfect for fans of Leigh Bardugo, Sarah J Maas and Shelby Mahurin. Brienna and her new family have restored the rightful queen to the throne of Maevana. Now begins the difficult task of uniting the land’s fourteen proud, rebellious houses – and ensuring justice is served to the Lannons, the tyrannical monarchs who ruled over Maevana for so many years. Brienna is fast becoming Queen Isolde’s most trusted counsellor; and with every day, the love she shares with Cartier deepens. But there are those who do not accept Brienna, unable to see beyond her past, while some remain faithful to the Lannons and would do anything to tear the new queen down. And when Brienna discovers the true, shocking identity of someone within the castle, it threatens everything she holds dear . . .
Mary Poppins: Slipcase (Collins Modern Classics Ser. #No. 1)
by null P. L. TraversDiscover the joy and wonder of Mary Poppins in the classic adventures! The original best-loved classic about the world’s most famous nanny – Mary Poppins. When the Banks family advertise for a nanny, Mary Poppins and her talking umbrella appear out of the sky, ready to take the children on extraordinary adventures. Mary Poppins is strict but fair, and soon Michael and Jane are whisked off to a funfair inside a pavement picture and on many more outings with their wonderful new nanny! Needless to say, when at last ‘the wind changes’ and she flies away, the children are devastated. But the magic of Mary Poppins will stay with the Banks family forever. The original story of the world’s most famous nanny, Mary Poppins, is a timeless classic that has enchanted generations.
Mary Poppins in the Park: Mary Poppins, Mary Poppins Comes Back, Mary Poppins Opens The Door, Mary Poppins In The Park (Mary Poppins Ser. #No. 4)
by null P. L. TraversDiscover the joy and wonder of Mary Poppins in the classic adventures! The original and classic stories available now in all-new luxurious livery in time for the release of the 2018 movie. Whether it’s a lion loose in the park or story-book characters coming to life, when Mary Poppins is in residence in Cherry Tree Lane, you can be sure that wonderful adventures will follow. More than eighty years since we first met Mary Poppins, this original, classic story is still charming readers and transporting new fans into the mysterious world of everyone’s favourite magical nanny. Enjoy the fourth book in the iconic series.
Smart Technologies for a Sustainable Future: Proceedings of the 21st International Conference on Smart Technologies & Education. Volume 2 (Lecture Notes in Networks and Systems #1028)
by Michael E. Auer Reinhard Langmann Dominik May Kim RoosThis book includes the proceedings of the 21st International Conference on Smart Technologies & Education (STE2024). The “International Conference on Smart Technologies & Education” (STE) is an annual global meeting dedicated to the fundamentals, applications, and experiences in the field of Smart Technologies, Online, Remote, and Virtual Engineering, Virtual Instrumentation, and other related new technologies. Nowadays, online and smart technologies are the core of most fields of engineering and the whole society. Consequently, the motto of this year’s STE2024 was “Smart Technologies for a Sustainable Future”. The STE conference is the successor of the long-standing annual REV Conferences and the annual meeting of the International Association of Online Engineering (IAOE) together with the EduNet World Association (EWA) and the International Education Network (EduNet). In a globally connected world, the interest in online collaboration, teleworking, remote services, and other digital working environments is rapidly increasing. In response to that, the general objective of this conference is to contribute and discuss fundamentals, applications, and experiences in the field of Online and Remote Engineering, Virtual Instrumentation, and other related new technologies like Cross Reality, Open Science and Big Data, Internet of Things and Industrial Internet of Things, Industry 4.0, Cyber Security, and M2M and Smart Objects. Another objective of the conference is to discuss guidelines and new concepts for engineering education in higher and vocational education institutions, including emerging technologies in learning, MOOCs and MOOLs, and Open Resources. This year, STE2024 has been organized in Helsinki, Finland as an onsite event supporting remote presentations, from March 6 until March 8, 2024. The co-organizers of STE2024 were the Arcada University of Applied Sciences, the International Association of Online Engineering (IAOE) together with the Global Online Laboratory Consortium (GOLC), the International Education Network (EduNet), and the EduNet World Association (EWA). STE2024 has attracted 140 scientists and industrial leaders from more than 40 countries.
Games, Decisions, and Markets (New Frontiers in Regional Science: Asian Perspectives #74)
by Yasuhiro SakaiThis book critically discusses the historical backgrounds and new developments of the theories of games, decisions, and markets, with many possible applications to social and economic problems. Consisting of three connected parts, the book sheds new light on the role of merchants in the market economy under conditions of risk and uncertainty. Part I begins with the question of why and how John von Neumann and Oskar Morgenstern did joint work in game theory, namely, the theoretical study of strategic interactions among several decision makers. The duel between Sherlock Holmes and Professor Moriarty in Conan Doyle's famous detective story is recalled as a great inducement to Neumann and Morgenstern to invent zero-sum, two-person games. More general non-zero-sum games and associated Nash solutions are then discussed in relation to the generation-gap problem between a young couple and an elderly couple. Part II explores a set of very fundamental problems of individual decision making. Thetwo famous axioms of revealed preference ― Samuelson's weak axiom and Houthakker's axiom ― are skillfully connected and empirically reevaluated by the introduction of certain regularity conditions. The revealed preference approach is then extended from the original commodity space to the dual price space. Such dual treatment in microeconomics is further applied to the theory of cost and production, with the decomposition of the total factor price effect into the substitution and scale effects. Part III turns the reader’s attention to the interdependence of several markets. The almost forgotten Hicks–Morishima approach is newly revived with graphical illustrations of traded goods. The well-known Jones–Kemp approach to international trade is boldly expanded into the world of risk and uncertainty. Some striking results in comparative static analysis are derived, with favorable implications for the real world.
Random Walks and Physical Fields (Probability Theory and Stochastic Modelling #106)
by Yves Le JanThis book presents fundamental relations between random walks on graphs and field theories of mathematical physics. Such relations have been explored for several decades and remain a rapidly developing research area in probability theory.The main objects of study include Markov loops, spanning forests, random holonomies, and covers, and the purpose of the book is to investigate their relations to Bose fields, Fermi fields, and gauge fields. The book starts with a review of some basic notions of Markovian potential theory in the simple context of a finite or countable graph, followed by several chapters dedicated to the study of loop ensembles and related statistical physical models. Then, spanning trees and Fermi fields are introduced and related to loop ensembles. Next, the focus turns to topological properties of loops and graphs, with the introduction of connections on a graph, loop holonomies, and Yang–Mills measure. Among the main results presented is an intertwining relation between merge-and-split generators on loop ensembles and Casimir operators on connections, and the key reflection positivity property for the fields under consideration.Aimed at researchers and graduate students in probability and mathematical physics, this concise monograph is essentially self-contained. Familiarity with basic notions of probability, Poisson point processes, and discrete Markov chains are assumed of the reader.
Positionierung in B2B-Märkten: Mehr Anziehungskraft im Markt, höhere Identifikation bei Mitarbeitern und Kunden – ein pragmatischer Leitfaden
by Dennis VogtDieses Buch bietet eine pragmatische Anleitung für die Entwicklung und konsequente Umsetzung einer klaren Positionierung in B2B-Märkten. Eine Positionierung, die sich über das gesamte Leistungsspektrum sowie über alle Kontaktpunkte mit Zielgruppen erstreckt und zudem die Mitarbeitenden mitnimmt. Der Autor beleuchtet im ersten Schritt die zentralen Mechanismen, die Zielgruppen im Zuge von Kaufentscheidungsprozessen in B2B-Märkten beeinflussen. Im zweiten Schritt zeigt er, wie B2B-Anbieter eine wirkungsvolle Positionierung mit klarer Differenzierung erarbeiten können. Im dritten Schritt wird aufgezeigt, wie B2B-Anbieter diese Positionierung konsequent über ihr gesamtes Leistungsspektrum sowie alle relevanten Kontaktpunkte mit Zielgruppen aktivieren können. Im vierten und letzten Schritt geht es darum, wie B2B-Anbieter ihre Positionierung in den Köpfen und Prozessen der eigenen Organisation konsequent verankern können. Nur so kann der nachhaltige Markterfolg gelingen. Erfolgreiche B2B-Unternehmen haben erkannt: die fortschreitende Globalisierung, die permanent zunehmende Digitalisierung, und die rasante Zunahme an Innovationen zwingt zu einem fokussierten Marktauftritt. Dieser muss mit überzeugenden Produkt- und Service-Leistungen und ebenso überzeugenden Erlebnissen für die Kunden an jedem Touchpoint unter Beweis gestellt werden. Wie diese Fokussierung in der Strategie-Entwicklung und der internen und externen Kommunikation gelingt, zeigt dieses Buch.
Genomics of Antibiotic Resistant Bacteria in Industrial Waste Water Treatment
by Maulin P. ShahThis book discusses the key problems and solutions with various applicable approaches to combat antibiotic-resistant genes in industrial waste water. Several genes are selected within the chapters to illustrate the past and future roles of molecular ecophysiology and genomics in the development of wastewater microbiology as an important subdiscipline of microbial ecology. As we have very limited knowledge of composition, dynamics and stability of microbial communities, various processes in wastewater treatment have been generally considered to be "black box." In recent years, with the development of several new high throughput sequencing platforms, metagenome sequencing strategies and bioinformatics toolboxes, the analysis of the genome of complex communities has become much more accessible and means easier.The opening of the biological wastewater treatment “black box” is not the unpleasant experience it was before. The viable, but not cultural, ceases tobe the inconsequential, uncharacterizable enigma that existed today. Metagenomics leads the way for more specific studies in related fields. Finally, genomic studies of wastewater treatment microbes, in addition to their biotechnological applications, are also an excellent testing ground for variety of other ecological and environmental burns questions. Wastewater treatment plants are considered hotspots for the environmental dissemination of antimicrobial-resistant determinants. Comparative genomics of antibiotic resistant genes isolated from conventional activated sludge and biological aerated filter wastewater treatment plants is discussed.
Smart Trends in Computing and Communications: Proceedings of SmartCom 2024, Volume 2 (Lecture Notes in Networks and Systems #946)
by Amit Joshi Tomonobu Senjyu Chakchai So–InThis book gathers high-quality papers presented at the Eighth International Conference on Smart Trends in Computing and Communications (SmartCom 2024), organized by Global Knowledge Research Foundation (GR Foundation) from 12 to 13 January 2024 in Pune, India. It covers the state-of-the-art and emerging topics in information, computer communications, and effective strategies for their use in engineering and managerial applications. It also explores and discusses the latest technological advances in, and future directions for, information and knowledge computing and its applications.
Künstliche Intelligenz, Mensch und Gesellschaft: Soziale Dynamiken und gesellschaftliche Folgen einer technologischen Innovation
by Michael Heinlein Norbert HuchlerKünstliche Intelligenz (KI) stellt eine Schlüsseltechnologie des gesellschaftlichen Wandels im 21. Jahrhundert dar. Mittlerweile werden zahlreiche technologische Anwendungen genutzt, die auf maschinellem Lernen und den damit verbundenen Möglichkeiten der Datensamm¬lung, -nutzung und -verwertung aufbauen. Indem KI große Datenmengen beherrschbar und verborgene Muster und Zusammenhänge sichtbar macht, wird vieles schneller, einfacher und effizienter – sei es im Alltag, in der Arbeit oder in Organisationen. Offen bleibt jedoch nach wie vor die Frage, welche tiefgreifenden und teilweise latenten Folgen für den Menschen als soziales Wesen und das gesellschaftliche Zusammenleben mit dem Einsatz und der Entwick¬lung von KI verbunden sind. Wie wandelt sich das Verhältnis von Mensch und Technik durch KI und wie ist dieser Wandel zu bewerten? Welche Chancen, aber auch Risiken eröffnen sich durch den Einsatz und die Entwicklung von KI für Mensch und Gesellschaft? Welchen Grenzen unterliegt der Wandel und welche Gestaltungsmöglichkeiten bieten sich? Und nicht zuletzt: Was und wer bestimmt die Entwicklungspfade, die KI nimmt – mit welchen Folgen und für wen?