Ông … The reason for the surge in artificial intelligence is due to relatively recent advances in deep learning – a subset of machine learning that uses multiple layers of interconnected “neurons” (inspired by how brains work) to create outputs in much more sophisticated ways than what was previously feasible. For example, when explaining how deep learning is used for facial recognition, he used visuals to intuitively describe how each layer of a neural network is responsible for detecting increasingly complex patterns: edges in the first, parts of a face in the second, and face shapes in the third. The reason that he can make that statement confidently is because of the work he and his team have put in. While outsourcing can offer greater initial momentum, keeping the work in-house can boost efficiency and provide unique competitive advantages. He is interested in the analysis of such algorithms and the development of new learning methods for novel applications. Ng details several case studies including smart speakers and self-driving cars: he does a live breakdown of what the project would entail and where machine learning would fit. Link analysis, eigenvectors, and stability, Andrew Y. Ng, Alice X. Zheng and Michael Jordan. Andrew Ng. He also touches on the weaknesses of AI in its current state: it’s data-hungry and doesn’t work well in complex tasks requiring integration of information across different domains. Andrew deeply understands that, because of his deep involvement within the industry at Google Brain, Baidu, and deeplearning.ai. For developing economies, Ng acknowledges that low-end manufacturing jobs and agricultural work will quickly be automated. You’re now significantly ahead of many large companies’ CEOs in your understanding of AI and your ability to plan for the rise of AI.”. The skyrocketing number of research paper published and the exponential growth of the AI community. This AI team could sit under the CTO, CIO, or CDO (Chief D… He founded the Google Brain project, served as Chief Scientist at Baidu, and co-founded the online learning platform, Coursera. — Andrew Ng, Founder of deeplearning.ai and Coursera How Are We Different? Drive.ai was established in 2015 through Stanford University 's Artificial Intelligence Lab by a group of masters and PhD students from Andrew Ng 's research lab. Note that you don’t have to quit your job and learn to code AI to have a job in the future. -Andrew Ng, Founder of AI Fund and backer of FourthBrain Artificial Intelligence and Machine Learning have the power to transform our world. Founded by Dr. Andrew Ng, co-founder of Coursera, former chief scientist of Baidu, and founding lead of Google Brain, the team at Landing AI is uniquely positioned to help companies across the globe successfully move their AI projects from proof-of-concept to full-scale production. — Andrew Ng. At the end of every AI event this year, a common question from audiences has been “What can I do to get into AI”? They will share with you their personal stories and give you career advice. Deep Learning is a superpower. A guiding principle he provides is “think about automating tasks, not jobs” – the strongest value-add for AI right now is automating routine tasks to free up people to work on tasks that require strategy, creativity, and social skills. This leads into Ng’s famous AI Transformation Playbook – a recipe for startups and large companies alike to level up with AI. Landing AI empowers customers to harness the business value of AI by providing enablement tools and transformation programs. As Andrew says himself in the course, “The topic of AI and Ethics deserves its own 4 week or much longer course”. Andrew Y. Ng (sinh ngày 18 tháng 4 năm 1976, tiếng Trung: 吳恩達, Ngô Ân Đạt) là trưởng khoa học gia tại Baidu Research ở Thung lũng Silicon.Ngoài ra, ông còn là giáo sư thỉnh giảng tại khoa Khoa học máy tính và khoa Kỹ thuật điện tại đại học Stanford University. He points out that while combating biased AI systems is difficult, some technical solutions exist: zero’ing out label biases, using inclusive data sets representative of the population, building transparent and auditable systems, and ensuring diversity within the teams working on AI projects. He has also specifically invested time in doing AI education right – that’s why his Machine Learning course on Coursera (offered by Stanford) has a 4.9 star rating, and more than 24 000 reviews. The truth is, nobody had done the hard work of deconstructing AI and carefully curating the small handful of AI mental models that beginners need to master — at least, until Andrew Ng and his team at deeplearning.ai created their new course AI for Everyone on Coursera. And data can also be used for data science – distinct from machine learning and primarily used to uncover insights to improve decision-making. Defining humanity's place in a world of algorithms. Here he discusses why AI gets a bad reputation, what reputation it actually deserves, and how we need to rethink our education system to prepare. While adversarial attacks on AI are inevitable, Ng predicts that this arms race is a different one from those we’ve seen before because most of the economic resources in AI right now are being used to build tools deemed useful by society. Andrew Ng. Any worthy AI project should be at the intersection of what’s technically feasible, and what brings value to the business or society. Founded by Dr. Andrew Ng, co-founder of Coursera, former chief scientist of Baidu, and founding lead of Google Brain, the team at Landing AI is uniquely positioned to help companies across the globe successfully move their AI projects from proof-of-concept to full-scale production. Andrew Ng is one of the most impactful educators, researchers, innovators, and leaders in artificial intelligence and technology space in general. All rights reserved 2020. As Andrew Ng, adjunct professor at Stanford, describes it, “AI is the next electricity, and there is no going back.” Just as electricity has changed many industries since it was introduced, so will AI. Andrew Ng at MARS 2019 [Highlights] AI is the new electricity. After that, he joined Carnegie Mellon University in Pittsburgh, Pennsylvania from where he graduated with a triple maj… AI for everyone is a non technical course taking which you will have greater knowledge than most CEO’s in the world. “Congratulations on finishing this course. It’s quite refreshing to see Andrew Ng take the reins and lead by example by dedicating 25% of the course towards discussing the societal implications of AI, including AI ethics – something that’s notably missing from most AI curriculums. Industries already transforming with Landing AI: Prepare your enterprise for the AI era. At least this is what Andrew Ng claims. Instructors- Andrew … And that expertise shows in the organization and presentation of the content within the course. It’s an answer that’s vague, but probably familiar to you. Andrew’s Ng’s “Virtuous Cycle of AI”, illustrated. 35x increment in AI jobs since the past 2 years. Written by. Some modules have optional deep dives into side-quests: like surveys of major AI techniques and application areas. Check out LandingLens, a visual inspection platform purpose-built for manufacturers. June 2019. To deal with the short-term turbulence on the labor market because of imperfect sector mobility, he recommends conditional basic income – providing a financial safety net for those who are upskilling or re-skilling to be able to effectively contribute to society. Ng recommends doing work at the intersection of AI and your existing unique strengths (whether that’s medicine, law, or communications) – this gives you a unique lens on the world that will prove immensely valuable to employers and society. Then they can strive towards work that contributes more to the economy and that has uniquely human requirements. Society works better when there is less fraud, for example, because of lowered transaction costs and information asymmetries. He has dual nationality (i.e., American and Chinese) while his ethnicity is Asian. Therefore, it is important for individuals and businesses to understand this powerful technology, to ask the right questions, and to make the right tradeoffs. As such, not many resources will go into building tools that enable fraud. This requires diligent research before jumping into a project – it’s better to spend a few hours thinking about whether something’s worth pursuing, than to spend 100 hours building something that isn’t possible or useful for anyone. Specific examples of each are provided in the course. Their strongest tools here will be: leveraging leapfrog opportunities (like China did with mobile payments), focusing on AI to amplify the economy’s uniquely powerful industry verticals (instead of competing with Google), and working with the public sector to invest in a more educated citizen base. Artificial intelligence: the new electricity. He has helped two of the world’s leading technology companies in their “AI transformation”: He was Chief Scientist at Baidu, where he led the company’s ~1300 person AI Group and was responsible for driving the company’s global AI strategy and infrastructure. Andrew Ng. The company was seed funded by Carol Reiley for an undisclosed amount. The AI Transformation Playbook stresses the importance of an in-house AI team for long-term success. Finally, you deploy the algorithm in the real world to learn more so you can improve it again. In addition to the lectures and programming assignments, you will also watch exclusive interviews with many Deep Learning leaders. One of the company’s core products is LandingLens, an end-to-end AI platform specifically designed for industrial customers to build and effectively deploy AI visual inspection solutions. The more data you have at your disposal, the more powerful the algorithms will become. At the heart of AI implementation right now is machine learning – having a system learn A-B mappings using data: in other words, taking in data and outputting a result. Here’s How to Get to the Next Level. “In the AI era, a key moment for many companies will again be the formation of a centralized AI team that can help the whole company. [ps, pdf] Stable algorithms for link analysis, Andrew Y. Ng, Alice X. Zheng and Michael Jordan. On labor impacts, Ng quickly points out McKinsey’s study predicting that by 2030, more jobs will be created than lost to AI by 2030. Data science is slightly different: you gather data, extract important insights, and then create a report that can help a business leader improve their managerial decision-making. If that isn’t a superpower, I don’t know what is. To understand each of the five steps in-depth, download a free copy of the AI Transformation Playbook. A discussion of a technology that can disrupt industries, change judicial decisions, and decide whether or not someone gets a bank loan, is incomplete without talking about ethics. The group initially worked to develop a retrofit kit to add their autonomous driving system to existing cars. What if you could collect, manage, display, and continuously iterate on your data within one integrated platform? Later on, he moved to Singapore along with his family and graduated from Raffles Institution in the year 1992. Data is information that can be presented in structured formats (think spreadsheets) or unstructured formats like audio, video, and text. Andrew Yan-Tak Ng (Chinese: 吳恩達; born 1976) is a British-born American businessman, computer scientist, investor, and writer. By Catherine Jewell, Publications Division, WIPO. Make an impact with a career that has grown 74% annually for the past 4 years according to LinkedIn , and shows no signs of slowing down. People want to use artificial intelligence as a lever to boost their career success and create more value in the world. In the same vein, we commend the accessibility to the course through Coursera’s financial aid for those who need it – it truly is AI For Everyone. AI Fund works intensively with entrepreneurs during their startup’s most critical and risky phase, from 0 to 1. This requires you to become a lifelong learner, and to equip the mindset that you’re working with AI, not against it. Dr. Andrew Ng is a globally recognized leader in AI (Artificial Intelligence). Founded by Dr. Andrew Ng, co-founder of Coursera, former chief scientist of Baidu, and founding lead of Google Brain, the team at Landing AI is uniquely positioned to help companies across the globe successfully move their AI projects from proof-of-concept to full-scale production. For example, look at an image of a car and tell how far away it is – a crucial task in self-driving vehicles. Download Dr. Andrew Ng’s Transformation Playbook now. Founded in 2017 by Dr. Andrew Ng, AI Fund is backed with $176 million in capital by some of the leading VC firms and investors, including NEA, Sequoia, and Greylock. Contxto – Andrew Ng is a Chinese-American computer science professor at Standford encouraging businesses to adopt AI solutions over their platforms. His parents are Hong Kong immigrants and he spent most of his early days in Hong Kong. Andrew Ng, the course instructor, refers to AI as the new electricity. Practically speaking, AI For Everyone is a 7-hour video course with a multiple-choice quiz at the end of each module allowing you to test your knowledge. The biggest issues he outlines are: discrimination, adversarial attacks on AI systems, adverse uses of AI, impacts on developing economies, and sector mobility within the labor market. External mentions and content, In-house content, Creative Commons Attribution 4.0 International License. It’s a bold statement — to suggest that a 7 hour course will leave you more knowledgeable about AI than most CEOs. Ng, who is chief scientist at Baidu Research and teaches at Stanford, spoke to the Stanford Graduate School of Business community as part of a series presented by the Stanford MSx Program. The truth is that Ng is uniquely qualified to create this AI 101 course. The British-born computer scientist, Andrew Ng, is a leading thinker on artificial intelligence (AI) and has been a pioneer in its application for many years. In Proceedings of the Seventeenth International Joint Conference on Artificial Intelligence (IJCAI-01), 2001. Rating- 4.8. The barrier to entry and weak incentives may create enough friction to discourage people from building powerful adversarial tools. The Deep Learning Specialization was created and is taught by Dr. Andrew Ng, a global leader in AI and co-founder of Coursera. After his tenure as chief scientist at Baidu, Andrew Ng, the founder of the Google Brain project and former CEO of Coursera, set up a number of different projects that … © MONTREAL AI ETHICS INSTITUTE. An intriguing point that’s raised is that we have more tools at our disposal for combating AI bias than we do for combating human bias. The selection of topics covered within each module are tangible: the principles are clear, the examples are concrete, and he doesn’t shy away from simplifying ideas to effectively communicate them. "Artificial intelligence is the new electricity." His skepticism of universal basic income is rooted in the incentive structure: giving everyone enough money to survive can undermine their desire to do meaningful work. Empowering companies to jumpstart AI and generate real-world value, Landing AI Named an April 2020 Cool Vendor in the Gartner Cool Vendors in AI Core Technologies, Landing AI awarded best practices in Enabling technology Leadership in the global AI-powered vision inspection industry, Landing AI launches new visual inspection platform for manufacturers, Landing AI launches product inspection platform for manufacturers, Landing AI Unveils AI Visual Inspection Platform to Improve Quality and Reduce Costs for Manufacturers Worldwide, AI Adoption Hitting Barriers? Founded by Andrew Ng, DeepLearning.AI is an education technology company that develops a global community of AI talent. AI for Everyone. Professor Andrew Ng is the former chief scientist at Baidu, where he led the company's Artificial Intelligence Group. - Andrew Ng, Stanford Adjunct Professor Take advantage of the opportunity to virtually step into the classrooms of Stanford professors like Andrew Ng who are leading the Artificial Intelligence revolution. Module 3: Building AI in your Company Ng details several case studies including smart speakers and self-driving cars: he does a live breakdown of what the project would entail and where machine learning would fit. Then you train the algorithm using the data you collected. The Baidu, Google Brain, and Stanford researcher on his new ventures—Landing AI, deeplearning.ai, and AI Fund—and the future of work. Platform- Coursera. With it you can make a computer see, synthesize novel art, translate languages, render a medical diagnosis, or build pieces of a car that can drive itself. Landing AI is helping companies generate real AI value while transforming the way companies think about the future. AI is the new electricity. So … He has invested a significant amount of time in thinking about how to effectively facilitate a culture of lifelong learning – that’s why he founded Coursera. Offered by –Deeplearning.ai. This is similar in spirit to what Kai-Fu Lee suggests in his book AI Superpowers. AI, Machine Learning, Deep learning, Online Education. But this is from the man that coined the phrase “AI is the new electricity”, in his talk at Stanford’s Graduate School of Business. Ng explains that AI will be creating additional $13T of value per year by 2030, and will transform every sector in the economy – we’d better pay attention. Landing AI collaborates with companies to understand where, why, when, and how to integrate AI to achieve maximum productivity, profitability, and overall business value. Up until now, our best answer has been “read everything you can, and discuss your strongest ideas at AI-related meetups”. Andrew Ng's research is in machine learning and in statistical AI algorithms for data mining, pattern recognition, and control. He is focusing on machine learning and AI. Here’s the series of steps that all machine learning projects go through: First, you gather data. deeplearning.ai , By Andrew Ng, All slide and notebook + data + solutions and video link - robbertliu/deeplearning.ai-andrewNG Ng proposes a simple heuristic to judge whether or not an AI project is technically feasible: is it something that humans can do in 1 second of thought? Those are Ng’s parting remarks at the conclusion of the course. 35x Growth in AI jobs. There are 4 modules: Below is a high-level preview of each module: use it as a pre-read to prep for the course, or to decide whether you want to do it in the first place. … As the brain-power behind deeplearning.ai, Landing AI and the AI Fund, he recently established new headquarters in Medellin, Colombia for these ventures.. Deeplearning.ai . Ng also touches on the important Venn diagram you need to think about when strategizing about which AI project you want to build. Right now, AI is limited to our smartphones and smart speakers but soon enough, it will be injected into everything we interact with. Andrew Ng was born Andrew Yan-Tak Ng on April 18, 1976, in London, United Kingdom. Investor, and Stanford researcher on his new ventures—Landing AI, deeplearning.ai, and discuss your ideas... Those are Ng ’ s the series of steps that all machine learning, Deep learning, Deep learning Deep... Hong Kong immigrants and he spent most of his early days in Kong. 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