2023人工智能与创新设计慕课介绍

2023年奇点来临，2023年也是新冠疫情之后的后疫情时代元年，一切都在悄然发生结构式的改变。

我们见证了AIGC的全面爆发，ChatGPT和GPT4.0加入的人在回路RLHF算法，将活数据引入自然语言处理体系和大模型中，改变了内容生产的科学范式。MP批量生产走向MC规模定制，又走向FM柔性智造。我们的生产工具、生产方式、生产力都在发生革新，生产关系也不可避免发生了变化。

我们的元宇宙和第三代互联网更加成熟，沉浸感交互式叙事互操作性与DAO去中心化更加明显，元宇宙的空间、时间、人物、故事，自然本尊与AI虚拟人数字身份，交互式叙事的方式，第一自我与第二自我，人类智能移动性与人格类型，都在发生革新转变。三体三元宇宙（原宇宙元宇宙源宇宙）浑然天成。

AGI通用人工智能变得更加稳健和通用，柔韧性和生长性更加明显，我们更加关注具身元翻译元语言和元设计，我们的用户体验也演变为对个体多元身份多模态的全息存在感Holo-Presence跨域感受性Qualia的关照。

UGC用户自产生内容走过了PGC专业生成内容OGC职业生成内容，最终指向EGC生态生成内容，各种生成智能成为核心发展领域，所有的“产品武器之利”与“服务容器之用”变得更加兼具五器（武器、容器、元器、灵器、冥器）之形，以五大链条（政律链、数据链、供应链、资金链、产业链）链接万物互联，促成五大流（物质流、信息流、能量流、资金流、心流）的转化之道。

人工智能与创新设计带来的七大创新使命更加完备，从智益经济发展、智能生命形态、智造生产方式、智美生活文化、智信城乡更新、智活健康竞技，到智慧生态文明，我们在脱域加速的变局中，迎来了自然生态文明与数字生态文明的数实共生的新型文明形态，人机社会契约关系从单智零和博弈关系走向融智正和共生关系，智能设计更加转向三体元宇宙沉浸式跨时空养成型元语言参与式的设计方式，带来生生不息的生命活力。

大数据+互联网+智能化+创新设计演变为活数据+万联网+融智能+创新设计，无论是AI++，还是++AI，新的可持续发展目标也更加明确，人工智能视野之下的科技美学与科技伦理的问题，通过审美计算和设计计算，让我们更加关注人工智能的可为与不可为，我们将可为变作前置性知识，将不可为变作绿色律令网络规约智能法则与文明律令，建立更加可信的人工智能，更加稳健的人工智能，更加安全的人工智能，更加包容温暖人性有爱的人工智能，只为了设想美好健康永续未来，计谋可期可爱可信天下。

2023年奇点来了，我们有了更多的挑战，也有更多的机遇。

未来已来一切可能正在发生。

祝愿大家的人工智能与创新设计的学习之旅，充满艰辛的快乐。

只为达成人类赖以生存的价值与意义。

覃京燕

北京科技大学智能科学与技术学院副院长

2023年10月1日于北京

Introduction of 2023 Artificial Intelligence & Innovation Design MOOC

The singularity is coming in 2023. 2023 is also the first year of the post-epidemic era after the COVID-19 epidemic, and everything is quietly changing in structure.

We have witnessed the comprehensive outbreak of AIGC, with ChatGPT and GPT4.0 incorporating the Human in Loop RLHF algorithm, introducing live data into natural language processing systems and big models, changing the scientific paradigm of contents production. MP mass production is moving towards MC mass customization, and then towards FM flexible intelligent manufacturing. Our production tools, methods, and productivity are all undergoing innovation, and production relations are inevitably undergoing changes.

Our MetaVerse and Web3.0 are becoming more mature, with more obvious immersive, interactive narration, interoperability and DAO decentralization. The space, time, characters, stories, digital identities and personalities of natural beings and AI virtual agent life X.0 and avatar, interactive narrative methods, first selves ego and alter ego, human intelligent mobilities, and personality types of the metaverse are all undergoing transformation. The three body, three element universe (the original universe, metaverse, the source universe) is naturally formed.

AGI universal artificial intelligence has become more robust and versatile, with greater flexibility and growth. We are paying more attention to embodied meta translation meta language and meta design, and our user experience has evolved into a holo- presence (presence, tele-presence and co-presence) of multiple identities and modalities for individuals, Holo Presence, and cross domain receptive Qualia.

UGC user generated content has gone through PGC professional generated content, OGC occupational generated content, and ultimately points to EGC ecological generated content. Various generation intelligence has become the core development field, and all the "product function performance" and "use of service containers" have become more combined in the form of five shapes (weapons, containers, primitive tools, spiritual tools, and Hades), connecting everything with five major chains (political and law chain, data chain, supply chain, capital chain, and industrial chain), The way to facilitate the transformation of the five major flows (material flow, information flow, energy flow, financial flow, and heart flow).

The seven major innovation missions brought about by artificial intelligence and innovation design are more comprehensive. From the development of intelligent digital economy, intelligent life robot forms, intelligent production methods, intelligent life style culture, intelligent urban-rural renewal, and intelligent healthy competition security, to the transformation of intelligent ecological civilization, we have ushered in a new form of civilization with the digital coexistence of natural ecological civilization and digital ecological civilization in the accelerated process of detachment, The human-machine social contract relationship has shifted from a single intelligence zero sum game relationship to a fusion positive and symbiotic relationship, and intelligent design has shifted more towards a three body metaverse immersive, cross time and space cultivating, meta language participatory design approach, bringing endless vitality to life.

Big data+Internet+Artificial Intelligence+Innovation Design has evolved into Live data+Internet of Everything+HI & AI emergent intelligence+Innovation Design. Whether it is AI++ or ++AI, new sustainable development goals are more clear. The issues of science & technology aesthetics and science & technology ethics under the vision of artificial intelligence let us pay more attention to the possibilities and impossibilities of artificial intelligence, and we will be able to become a prerequisite feedforward knowledge, Transforming invisibility into green laws, network protocols, intelligent laws, and civilized laws, establishing a more reliable trustworthy artificial intelligence, more robust artificial intelligence, safer artificial intelligence, and more inclusive, warm, and loving artificial intelligence, just to envision a beautiful, healthy, and sustainable future, and to plan for a promising bright meaningful cute and trustworthy world.

The Singularity of 2023 has arrived, and we have more challenges and opportunities.

The future has come and everything may be happening.

Wishing everyone a journey of learning artificial intelligence and innovation design, full of hard fun.

Only to achieve the value and significance that humanity relies on for survival.

Dr. Professor QIN Jingyan

Vice Dean, School of Intelligent Science and Technology, University of Science and Technology Beijing

October 1, 2023, Beijing

Course Introduction

This course is designed to respond the challenges posed by global sustainable development and paradigm shift of innovation. As a foundation course for undergraduate and interdisciplinary students, the course covers topics on intelligent innovation (AI) methods, design rules, and  AI design integration; and aims to develop students’ multidisciplinary problem-solving skills built on science, social science, humanity， and art design.

Course Overview

Google’s AlphaGo program has beaten a master Go player Lee Se-dol 3-0 in a best-of-five competition, in what is seen as a landmark moment for artificial intelligence. Baidu AI Xiaodu has beaten human’s SUPER BRAIN and won visual recognition competition. Autonomous vehicle transforms human mobility into robots at covid-19 medical center in California in the age of 'Contactless' economy booms amid epidemic. The intelligent medical DNA Repairing Plan rebuilt humans consciousness downloaded and made long life as possible. Amazon Alexa Echo smart speakers translate the context into the three flows (logistics, information flow, financial flow) scenario. The blockchain recalls AI trust and humans social contract to promote virtual intelligent digital economic prosperity. Quantified-self wearable computing devices collect daydream cognition redundancy small data in the silent interface through Internet of Everything(IoE) to raise social capital myriads richness.

My girlfriend is the robot Ishiguro’s simulation robot recalls the uncanny valley. Saudi citizen Sophia proved one for all country, all for one country, she beat Jimmy Fallon and won Rock Paper Scissors game, thus launched a new era of ambition to rule the human world. AI talent Microsoft Xiaobing not only produces poetry collection but also opens its solo painting exhibition through personalities computing. The work Portrait of Edmund Bellamy created by AI algorithm was sold at the Christies auction house in New York for US$432,500 and has beaten Picasso's paintings at the same auction. AI education makes everyone being Einstein, everyone is Leonardo da Vinci. Human-computer, art and science, left brain and right brain symbiosis emerging as unity is an irresistible trend. AI exoskeleton system repairs disability, and reshapes Olympic champion hero. Facebook Oculus expanded web chat time&space as the VR avatar into presence, telepresence and co-presence parallel universe.

NVIDIA RTX used real-time ray tracing and AI based pose estimation technology to present an interactive demonstration driven by RTX to celebrate the 50th anniversary of Apollo 11's moon landing, allowing participants to experience a journey of Yesterday Once More to the moon. Deepfake shapes virtual human as superstar in the classic legend role and also challenges the privacy portraiture right and AI ethic. Intel provided in time interaction 360 degree perspective media viewing experience. Intelligent clothing made of biological intelligent materials designs one person one clothing which transforms a life-long journey with physical growth in the whole life. Apple’s intelligent building and intelligent cities with organic architecture provide precision lifestyles for the city dwellers.

Alibaba and Jingdong have created a business myth with a transaction volume of 100 billion yuan per day in Double 11 event. Tencent wechat has changed the way of human communication through the content exchange intelligent industry from UGC to PGC, OGC to EGC. Jingdong's intelligent logistics and business intelligence have transformed MP mass production into MC mass customization. AI reappeared passed away Paul Walker's film The Fast and the Furious and rewrote the way of filmmaking and television production. The swarm intelligence robot battlebots STINGER kills the target with precision, thus overrides the rules of military war and gameplay mechanical. AI restores the universe black hole 55 million years ago, greatly expands the vision of human universe.

50 years ago, AI showed Apollo landing moon video, and 50 years later, the United States re-established the "Apollo Brain Plan" to carry out the national strategic blueprint of brain cognition science and artificial intelligence. 2020 COVID-19 changes the world in the way of cliff displacement dramatically. The Communovirus application with Artificial Intelligence carries out the special management of "a community of shared future for mankind" in the special period of the world and promotes the reform of the global governance system. The non-contact economy forms the new human mobility under the artificial intelligence and the fusion of public politics, economy, society and culture in the global public space of "global village".

Artificial Intelligence causes the change of productivity production mode, production tools and relations, and the innovation under the influence of Quantum Innovation Thinking. The disruption innovation caused by AI changes of design paradigm, all of which bring opportunities and challenges for the planet of human destiny community to transform zero sum game into non-zero sum game, so as to achieve ecosphere sustainable development.... AI rapidly moves from concept to application, with various applications emerging and entering the booming period of development, subverting all aspects of production tools, productivity and production relations Innovation. Artificial Intelligence. Artificial Intelligence, from imitation to transcendence, from mapping to copying, from printing to transforming, from supervised learning to autonomous learning, from disembodied metaphor to embodied language, is a kind of accurate matchmaking.

With the advent of the era of "Artificial Intelligence + Big Data + Internet + Innovation Design", and the pattern evolution into "AI&HI Fusion Intelligence + Live data + Internet of Everything IoE + Innovation Design", the world is changing in a butterfly effects and long tail theory lotus effects. Black swan and grey rhinoceros show the challenge and opportunity coexistence in the innovation reform based on artificial intelligence GPT(general purpose technology). How to foresee the future world of Life 3.0 and Life X.0 from the perspective of AI global citizens, and then review the life style, survival pattern, production mode and life aesthetics is a worldwide topic concerned by all circles of production, education and research of natural science culture, social science culture, humanities and art design culture. The MOOC of Artificial Intelligence and Innovation Design, thinking and exploring in the evolution process of life form, from Life 1.0 version to Life 2.0 version, to life 3.0 version created by AI, to Life X.0 version. Life X.0's innovation design and development prospect includes four areas: "Intelligent Life Form", "Intelligent Production Working Mode", "Intelligent Aesthetic Life Culture" and "Intelligent Crowds Survival Civilization".

In the recent years, US, Europe, Japan, China and more and more countries issued the development plan for the new generation of artificial intelligence, fully demonstrating the strategic importance of artificial intelligence. People who don't understand AI are the new generation of illiterate, and will be ignored by the grand design and big trend; people who don't understand the combination of AI and various fields of innovation design will be eliminated by the times! The talent demand gap of artificial intelligence and innovation design is expanding by over one million every year. Under the dual demand of scientific and technological development and human community sharing future development, Artificial Intelligence and Innovation Design talents have the passion to explore the future as pioneers when the singularity comes, use the bridge of innovation design to cross the Darwin of the Dead Sea, formulate the development direction of the future national innovation system, and liberate the huge productivity of artificial intelligence and innovation design. The course of Artificial Intelligence and Innovation Design has been launched in this context of meeting the needs of the times, to follow the trend. Artificial Intelligence is taken from the people, but also to create well-being given back to people.

Artificial Intelligence and Innovation Design is the main basic course of new engineering, new liberal arts and STEAM for undergraduate and interdisciplinary students in response to the strategic development direction. It is the necessary foundation for the follow-up courses of new engineering, new liberal arts and new design as well as the completion of course design and graduation design. This course mainly studies artificial intelligence and innovation design methods, design rules and meta design with artificial intelligence, and carries out comprehensive innovation and problem-solving theories and methods, laying a necessary foundation for cultivating students' intelligent design skills and imagination ability of cross innovation between art and science.

The course of Artificial Intelligence and Innovation Design focuses on "meta design". The algorithm application of artificial intelligence (mainly CNN, RNN, GAN, CAN and other algorithms of visual computing) and the innovation of its design method are the basis of this course. The basic task of this course is to cultivate the ability of intelligent design thinking, meta design, intelligent product service design and visual computing thinking design. In the teaching of this course, we should not only keep the high-level of innovation design methods brought by cutting-edge technology, but also form the systematic influence and logical construction of innovation design brought by AI algorithm technology, and pay attention to the combination of artificial intelligence and innovation design; we should not only pay attention to the influence of various artificial intelligence algorithm technology on innovation design process, understand and master various artificial intelligence technology and its response. In addition, we should pay attention to the analysis of the essence of innovation design, and apply AI to the combination of cross platform and cross media AI application development. It can not only train students' creative design ability of human intelligence, but also train students' design modeling ability of artificial intelligence.

The first generation of illiterate are people who can't read.

The second generation of illiterate are people who can't find information.

The third generation of illiterate are people who do not understand artificial intelligence.

Non intelligent information is waiting for you to find, intelligent information actively matchmaker finds you.

Non intelligent innovation is deeply involved in the zero sum game, AI intelligent innovation explores the dynamic non zero sum game.

Non AI innovation design is a dead design facing the past, AI innovation design is a living design facing the future.

Who knows the future of AI? Maybe Super Intelligence, who knows? God knows. But you can believe in yourself, and try it.

This course is divided into three parts:

Part one: what is artificial intelligence and innovation design? What innovation design can AI do?

The second part is how to master artificial intelligence to do innovation design? What are the algorithms of innovation design?

The third part is to understand why artificial intelligence needs innovation design? What is the methodology of the combination of artificial intelligence and innovation design?

The course is divided into four chapters:

Chapter I Artificial Intelligence and Innovation Design Application [19 lessons] 6 class hours

Chapter II Basic Artificial Intelligence [6 lessons] 3 class hours

Chapter III AI Intelligent Design Rules [9 lessons] 3 class hours

Chapter IV Innovation Thinking Method of AI Intelligent Design [10 lessons] 4 class hours

The course is divided into four chapters and 44 lessons, which respectively describe the application of artificial intelligence and innovation design in various fields, the algorithm technology foundation of artificial intelligence, the rules of artificial intelligence innovation design, and the intelligent design method of artificial intelligence.

Chapter one, Artificial Intelligence and Innovation Design Application, 19 lessons, tells the case analysis of artificial intelligence in the field of art, painting, cultural heritage, clothing, wearable equipment, autonomous vehicle, drone, robot, family service robot, industrial robot, smart city, smart space, intelligent security and rescue all fields of disaster, virtual reality, game AI, AI + + omni empowerment, the innovation application brought by AI, characteristics and laws, as well as the change of innovation design thinking and methods driven by technology. MOOC discussion area mainly discusses the application significance and development prospect of artificial intelligence under the general trend.

The second chapter, the Basis of Artificial Intelligence, 6 lessons, tells the origin of artificial intelligence, the school of philosophy and the basis of technical algorithm. Focusing on the algorithms closely related to the visual thinking, visual design and intelligent product design of autonomous vehicle in the innovation design, this chapter makes an introduction, including the artificial intelligence algorithm convolution neural network (CNN), generative adversarial network (GAN), creative adversarial network (CAN Networks), Partial Order Pruning DF, etc. MOOC discussion area and exercise part, keep focusing on the application scope of mainstream algorithm and its combination with innovation design.

The third chapter, AI Intelligent Design Rules, 9 lessons, tells the new design thinking and rules that AI brings to innovation design as a technical driving force. This part starts from the top ten technical problems faced by AI, tells the top ten problems faced by AI innovation design under the condition that technology changes production tools and productivity as well as production relations, and then extends the concerns of AI design ethics. From the design basis level, combined with the General Purpose Technology (GPT) of AI key purpose technology to analyze the hard core design basis of killer intelligent design. At the same time, in the philosophy level of intelligent innovation design, it focuses on the essence and significance of artificial intelligence aesthetic consciousness. In the aspect of algorithmic technology, return to the essential object of innovation design, from the aspect of increasing dimension and reducing dimension of 11 information dimensions for innovation, describe the design computing rules of artificial intelligence innovation design. The MOOC discussion area focuses on the ethical issues of AI intelligent design, design rules, design Dos and Don'ts, the significance and value of design, non-technical factors such as cultural driving force, economic driving force, social driving force of design beyond technology driving force, and the guiding role of non-technical driving force on Technology driving force.

Chapter four, Innovation Thinking Method of AI Intelligent Design, 10 lessons, about the significance of AI sustainable development, AI sustainable design rules, AI meta design method at the essence level of "design of design", thinking about innovation thinking and innovation method from the thinking and philosophy level, and AI meta design creation at different levels of strategy level, framework level and performance level At the same time, the new mode and process steps are discussed, and the thinking mode leading the innovation design of artificial intelligence is also discussed, that is, the guide of The Quantum Thinking different from Newtonian Thinking and Information Thinking. From the perspective of technology driving, Quantum Physics and Quantum Computing are introduced into the perspective of cultural aesthetics of human art design and the perspective of creating the future, and the guidance of Quantum Innovation Thinking on the innovation design of artificial intelligence is discussed freely, the essential law of innovation design is introduced finally. The MOOC discussion area focuses on the innovation paradigm facing the coming future and the cross coordination of natural science and culture, social science and culture, and humanity art design culture.

Dr. Professor QIN Jingyan

University of Science & Technology Beijing

Beijing, P.R China

April 25, 2020

Teaching objectives

Master the method of innovation application scenarios design and expression, innovation thinking inspiration, innovation design methods, principles and steps of AI technology, and the development prospect of AI technology applied to innovation design in life work and study. Master the development of artificial intelligence, plan and conceive various applications of artificial intelligence in innovation design, understand the visual, auditory and multi-modal artificial intelligence technology in innovation design, master the innovation design method and design practice application of artificial intelligence in various fields, including the application of graphic image recognition technology for innovation New design, intelligent design of autonomous vehicle and robot, intelligent product design and service design, innovation design of intelligent environment, intelligent design method, etc. Provide design basis for students to understand the essence of innovation design and artificial intelligence.

(1) Jerry Kaplan, Humans Need Not Apply:A Guide to Wealth and Work in the Age of Artificial Intelligence,  Yale University Press, 2015.

(2) Geoffrey E. Hinton,Simon Osindero,Yee-Whye Teh. A Fast Learning Algorithm for Deep Belief Nets[J], Neural Computation . 2006 (7).

(3) Stuart J. Russell, Peter Norvig. Artificial Intelligence A Modern Approach(3rd Edition), Tsinghua University Press, 2011, 3rd Edition.

(4) Bill Moggridge. Designing Interactions. The MIT Press, 2007.

(5) Nick Bostrom. Superintelligence: Paths, Dangers, Strategies Reprint Edition, Oxford University Press; Reprint edition, 2016.

(6) Tony Hey, Stewart Tansley, Kristin Tolle. The Fourth Paradigm: Data-Intensive Scientific Discovery, Microsoft Research; 1 edition, 2009.

(7) M Raskino, G Waller. Digital to the Core[M]. Bibliomotion  Press, 2015.

(8) Marvin Minsky. The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind, Simon & Schuster; Reprint edition, 2007.

(9) Max Tegmark. Life3.0, Being Human in the Age of Artificial Intelligence, Allen Lane, 2017.

(10) QIN Jingyan. Research on the Impaction of Quantum Thinking on Interaction Design In the Context of AI+Big Data+Internet of Everything[J], ZHUANGSHI, 206(10), pp34-39.

(11) QIN Jingyan. Information Dimensions and Interaction Design Principles[J], Package Engineering, 39(16), 2018, pp57-68.

(12) QIN Jingyan. Big Interaction Design in the Era of Big Data[J], Package Engineering, Vol. 36, No. 8, April 20, 2015, pp.1-5.

(13) Qin Jingyan. Impaction of Artificial Intelligence on Interaction Design[J]. Packaging Engineering, 2017,38 (20): 27-31.

(14) Kristin Fontichiaro. Design Thinking[M], Cherry Lake Publishing, 2015.

(15) David Joseph Bohm. Quantum Theory[M], New York: Prentice Hall. 1989 reprint, New York: Dover, 1951.

(16) David Bohm, Thought as a System[M], edited by Lee Nichol, Routledge, 1992.

(17) David Bohm, Wholeness and the Implicate Order[M], Routledge, 1980.

(18) Zohar, Danah. The Quantum Self: Human Nature and Consciousness Defined by the New Physics[M]. New York: William Morrow and Company, Inc.1990.

(19) Mark Buchanan. Quantum minds: Why we think like quarks[EB/OL]. (2011-09-05) [2016-04-15]. https://www.newscientist.com/article/mg21128285-900-quantum-minds-why-we-think-like-quarks/.

(20) Ezio Manzini. Design, When Everybody Designs: An Introduction to Design for Social Innovation[M], MIT Press, 2015.

(21) Viktor Mayer-Schonberger, Kenneth Cukier. Big Data: A Revolution That Will Transform How We Live, Work and Think[M], John Murray, 2013.

(22) Jerome Kagan. The Three Cultures: Natural Sciences, Social Sciences, and the Humanities in the 21st Century[M], Cambridge University Press, 1 edition.2009.

(23) Nathan Shedroff. Design Is the Problem: The Future of Design Must be Sustainable[M], Rosenfeld Media,1st edition.2009.

(24) Mark DeKay. Integral Sustainable Design-Transformative Perspectives[J], Routledge.2011.

(25) Clayton M. Christensen. The Innovator's Dilemma: When New Technologies Cause Great Firms to Fail[M],Harvard Business Review Press, Reprint edition,2016.

(26) Stephen Lucci, Danny Kopec. Artificial Intelligence in the 21st Century[M], Mercury Learning & Information, 2015.

(27) Minter Dial. Heartificial Empathy, Putting Heart into Business and Artificial Intelligence[M], Dial Publisher: Digital Proof Publication, 2018.

(28) Ray Kurzweil. The Singularity is Near, When Humans Transcend Biology[M], Penguin Books, 2006.

(29) Gary Marcus, Ernest Davis. Rebooting AI: Building Artificial Intelligence We Can Trust[M], Pantheon, 2019.

(30) Martin Ford, Mike Chamberlain, Gildan Media. Architects of Intelligence: The Truth About AI from the People Building it[M], Packt Publishing.2018.

(29) Gary Marcus, Ernest Davis. Rebooting AI: Building Artificial Intelligence We Can Trust[M], Pantheon, 2019.

(30) Martin Ford, Mike Chamberlain, Gildan Media. Architects of Intelligence: The Truth About AI from the People Building it[M], Packt Publishing.2018.

(31) Judea Pearl, Dana Mackenzie. The Book of Why: The New Science of Cause and Effect[M], Brilliance Audio, 2018.

(32) Marvin Minsky. The Society of Mind[M], Simon & Schuster; First Edition.1988.

(33) QIN Jing-yan. Research on the Impact of Aesthetic Consciousness on Artificial Intelligence and Innovation Design[J], PACKAGING ENGINEERING, 2019,40(4):59-71.

Q & A

Q: If there is no artificial intelligence programming and algorithm foundation, can you choose this course?

A: Welcome to choose this course. You need to know what functions artificial intelligence technology has and how to apply it in innovation design. You don't need to know algorithm and programming technology, but maybe know what the GPT(general purpose technology SWOT is better for your comprehension.

Q: Do you need to take some courses as preparatory knowledge in the early stage?

A: There is no need for special preparatory knowledge and prerequisite courses. This course is a general course in the era of artificial intelligence. It can understand the thinking of intelligent design, have innovation ideas, use the combination of graphics and text to express the scheme of artificial intelligence and innovation design, and use the creative ideas of perceptual elements. If the function can be realized in technical algorithm, it will be better. If the function can not be realized, as long as the logical thinking of innovation can be expressed clearly.

Q: How to evaluate the performance of this course?

A: 44 times of complete video learning, participation in problem discussion, such as having a sense of social responsibility, insights, accurate design expression, high degree of technology realization, speculative discussion, in-depth and unique problem-solving, can get high scores.