If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."
However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …
Sometimes, vocations and avocations need a champion, and students in Massachusetts looking to further their knowledge of science, technology and robotics have one in state Rep. Danillo Sena. A House member representing the 37th Middlesex District, Sena filed a bill on Feb. 4 titled "An Act establishing an elementary and secondary school robotics grant program," meant to create a grant program that provides public and charter schools the necessary funding to increase robotics and STEM participation during and after school. STEM stands for science, technology, engineering and mathematics, a branch of education designed to help students to become better problem-solvers. "Money should not be a barrier between students and access to fun and engaging STEM education programs that foster creativity and have lasting positive effects on student achievement like these robotics teams," the Acton Democrat stated in a release. The bill was created in collaboration with Olivia Oestreicher, a member of Team 4905 Andromeda One Robotics at Ayer Shirley Regional High School and a Rep. Sena intern.
I wake up in the middle of the night. "Hey, Google, what's the temperature in Zone 2," I say into the darkness. A disembodied voice responds: "The temperature in Zone 2 is 52 degrees." "Set the heat to 68," I say, and then I ask the gods of artificial intelligence to turn on the light. Many of us already live with A.I., an array of unseen algorithms that control our Internet-connected devices, from smartphones to security cameras and cars that heat the seats before you've even stepped out of the house on a frigid morning.
Welcome to PyTorch: Deep Learning and Artificial Intelligence! Although Google's Deep Learning library Tensorflow has gained massive popularity over the past few years, PyTorch has been the library of choice for professionals and researchers around the globe for deep learning and artificial intelligence. Is it possible that Tensorflow is popular only because Google is popular and used effective marketing? Why did Tensorflow change so significantly between version 1 and version 2? Was there something deeply flawed with it, and are there still potential problems? It is less well-known that PyTorch is backed by another Internet giant, Facebook (specifically, the Facebook AI Research Lab - FAIR).
You're looking for a complete Convolutional Neural Network (CNN) course that teaches you everything you need to create a Image Recognition model in Python, right? You've found the right Convolutional Neural Networks course! Identify the Image Recognition problems which can be solved using CNN Models. Create CNN models in Python using Keras and Tensorflow libraries and analyze their results. Have a clear understanding of Advanced Image Recognition models such as LeNet, GoogleNet, VGG16 etc.
The innovations we make today are going to impact posterity in many ways. But is it necessary to keep technology and innovations away from our young kids? In fact, these young minds can become creators and thinkers by learning various technologies and computational skills. Don't you think the youth and kids should be engaged more with coding, robotics, and AI? An ISTE article Keri Gritt, technology co-ordinator at St. Stephen's and St.Agnes school in Virginia, who teaches coding to kindergartners says, "Before using programs or robots, she ties sequencing and commands to physical movement by having students follow a program listed with cards on a whiteboard, starting and stopping with begin and end commands. Students then write programs to guide a peer across the room, making turns and avoiding obstacles. They then move on to robots."
Deep learning is advancing at lightning speed, and Alexander Amini '17 and Ava Soleimany '16 want to make sure they have your attention as they dive deep on the math behind the algorithms and the ways that deep learning is transforming daily life. Last year, their blockbuster course, 6.S191 (Introduction to Deep Learning) opened with a fake video welcome from former President Barack Obama. This year, the pair delivered their lectures "live" from Stata Center -- after taping them weeks in advance from their kitchen, outfitted for the occasion with studio lights, a podium, and a green screen for projecting the blackboard in Kirsch Auditorium on their Zoom backgrounds. "It's hard for students to stay engaged when they're looking at a static image of an instructor," says Amini. "We wanted to recreate the dynamic of a real classroom." Amini is a graduate student in MIT's Department of Electrical Engineering and Computer Science (EECS), and Soleimany a graduate student at MIT and Harvard University.
One year after the coronavirus pandemic shuttered classrooms around the country and the world, U.S. parents are guardedly optimistic about the academic and social development of their children, an NPR/Ipsos poll finds. But 62% of parents say their child's education has been disrupted. And, more than 4 out of 5 would like to see schools provide targeted extra services to help their kids catch up. This includes just over half of parents who support the idea of summer school. The nation has lacked solid national data on precisely where classrooms are open to students.
As teachers and administrators strive to improve student performance and graduation rates, they're increasingly leveraging new Educational Technology (EdTech) to deliver a higher quality learning experience. To gain a competitive advantage, EdTech market players are integrating advanced technologies such as augmented reality (AR), virtual reality (VR), artificial intelligence (AI), robotics, and Blockchain that are set to be the largest revenue contributors to the education sector in the coming years. In the UAE, 1.2 million school and university students started their e-learning journey a year ago with the onset of the pandemic, which has fueled the surge of EdTech startups. The EdTech sector has been gaining significant momentum, leading to an acceleration of investments in 2020. For instance, the regional EdTech companies raised almost $4m in March last year.
Digital technologies have become part of our everyday lives and are increasingly acting as intermediaries in our workplaces and personal relationships or even substituting them. The Internet of things, social networks, programs that learn by interacting with humans, assistive and companion robots, computer games with a purpose, serious games for social impact, roboadvisors, webs that offer digital immortality… These tools can, in a short time, modify the job market, flip someone's reputation, transform a district, change our relationships --not just at work, but also within our families and close contacts-- or extend what a person leaves behind after dying, which now includes a digital footprint. The growing interaction with'intelligent' machines is not just a further step in the social transformation that started with the industrial revolution. Although these new information technologies do also free humans from repetitive tasks and provide them with more time to spend in creative and enjoyable ways, the difference is that they enter domains previously considered to be exclusive of humans, such as decision-making, emotions and social relationships, which may compromise human values, as well as decisively shape society and our way of life. This poses a series of ethical questions that were not relevant for other types of machines and about which we have no previous experience, nor can we reliably predict how they will ultimately influence the evolution of humankind.
Have you ever wondered if it's possible to learn all there is to know about machine learning and deep learning from a book? Machine Learning--A Journey to Deep Learning, with Exercises and Answers is designed to give the self-taught student a solid foundation in machine learning with step-by-step solutions to the formative exercises and many concrete examples. By going through this text, readers should become able to apply and understand machine learning algorithms as well as create new ones. The statistical approach leads to the definition of regularization out of the example of regression. Building on regression, we develop the theory of perceptrons and logistic regression.