Linsker has reported the development of centre---surround receptive fields and oriented receptive fields in simulations of a Hebb-type equation in a linear network. The dynamics of the learning rule are analysed in terms of the eigenvectors of the covariance matrix of cell activities. Analytic and computational results for Linsker's covariance matrices, and some general theorems, lead to an expla(cid:173) nation of the emergence of centre---surround and certain oriented structures. Linsker [Linsker, 1986, Linsker, 1988] has studied by simulation the evolution of weight vectors under a Hebb-type teacherless learning rule in a feed-forward linear network. The equation for the evolution of the weight vector w of a single neuron, derived by ensemble averaging the Hebbian rule over the statistics of the input patterns, is:!

An Artificial Intelligence Incubation Hub (AIIH), set up jointly by the Army and Bharat Electronics Limited (BEL) as part of a pact inked earlier this year, will be identifying artificial intelligence projects that may be critical for the Army and coordinate the evaluation of trials in those cases, News18 has learnt. As per defence sources, the AIIH will also be tasked with identifying partners from the industry, academia or start-ups to check the feasibility of ideas related to AI projects for implementation and will be responsible for hiring of resources and necessary hardware for validation of suggested AI projects for the force. Based on BEL's research and development expertise and areas where the Army could use AI, the new hub will be working in major domain areas of machine learning, auto-platforms, AI-based swarm technology, robotics, big data analytics, image processing as well as cyber security and AI-based response mechanism. In March this year, the Army and BEL had inked a pact to collaborate in AI for defence applications. The step was taken after the defence ministry had pushed for fast-tracking incorporation of the new tech for defence applications, as part of which the defence services were asked to collaborate with defence PSUs.

Question the ethics of AI, and you quickly find yourself down a rabbit hole of complicated considerations. Making and maintaining an artificially intelligent system that can uphold a moral code is a multilayered issue – for starters, how do you define morality itself? The late Professor Stephen Hawking famously predicted that the development of super intelligent AI would lead to the downfall of humanity. Avoiding this fate could hinge on how we build even the most rudimentary AI systems. According to Harry Armstrong, Head of Technology Futures at Nesta, the innovation foundation, organisations first need to understand the ethical impact of'narrow AI'.

"There is a fundamental disconnect between what we roboticists say and what the public perceives," says Ian Reid, deputy director of the Australian Centre for Robotic Vision, in Brisbane. And that leads to the heart of the problem, and what researchers mean when they talk about "robotic vision": using cameras to guide robots to carry out tasks in increasingly uncontrolled environments. Is this another of Ian Reid's "disconnects" between the research world and the public's sci-fi driven expectations? "In rich countries like Japan where there are also demographic challenges, you will see a big increase in social robotics – in aged, robotic companions and robotic pets," Mahony predicts.

RedCat Digital are working with a global consulting business who are building a new Artificial Intelligence Centre of Excellence in London to find a Principal Artificial Intelligence Consultant to join the team. This role will sit in the brand new Artificial Intelligence (AI) Centre of Excellence in London. You will support the practice with depth of experience and expertise in the following domains: automation, machine learning, deep learning, advanced analytics & data science, data aggregation & visualisation. Additionally you will have extensive experience in at least 2 of the following domains: Advanced Analystics & Data Science, Machine Learning, Deep Learning, Automation.

As a more sophisticated model of technology, AI that incorporates machine learning can add a richness to the student relationship with the teacher. As well as facilitating more effective use of teacher time, machine learning provides many other benefits for both teachers and students alike. "The true value of AI lies in its ability to enhance existing teaching practice. It is for these reasons that teachers should incorporate machine learning technology into their classrooms, and in doing so, realise that the true value of AI lies in its ability to enhance existing teaching practice.

Professor Stephen Hawking on Wednesday opened a new artificial intelligence research centre at Britain's Cambridge University. "Alongside the benefits, AI will also bring dangers, like powerful autonomous weapons, or new ways for the few to oppress the many. But catastrophic scenarios aside, the development of AI, which allows robots to execute almost all human tasks, directly threatens millions of jobs. "It's about how to ensure intelligent artificial systems have goals aligned with human values" and ensure computers don't evolve spontaneously in "new, unwelcome directions", Cave said.

It is difficult to predict when this might happen, but most artificial intelligence (AI) specialists estimate that it is more likely than not within this century. The leading AI researcher Stuart Russell suggests that, for better or worse, it would be'the biggest event in human history'. Stuart Russell and Martin Rees are affiliated with the new Leverhulme Centre for the Future of Intelligence at the University of Cambridge, where Huw Price is the academic director. Martin Rees and Jaan Tallinn are co-founders of the Centre for the Study of Existential Risk at the University of Cambridge, where Huw Price is the academic director.

Automation and artificial intelligence (AI) is a growing necessity and benefit in the business world. As we enter the Fourth Industrial Revolution, the technological advances at the centre of this great business change will differ greatly from past industrial leaps forward. People experience constant changes and refinement in their understanding, and their ability to respond to situations. With advances and the growth of Big Data, organisations now have a rich feed of business, customer and decision-making data to feed into platforms powered by machine-learning algorithms.

IBM has opened The Watson Centre at Marina Bay in Singapore – an incubator designed to bring together organisations of all sizes, business partners and IBM experts to co-create business solutions that leverage IBM's cognitive, Blockchain and design capabilities. IBM's new Asia Pacific headquarters is based in the same location, in the heart of Singapore's financial district. IBM Garage Singapore With the advent of Blockchain, and the increasing demand from clients across Asia to explore the possibilities of this transformative technology, IBM will help accelerate the design, development and commercialization of Singapore Blockchain applications through the IBM Garage and the IBM Global Entrepreneur program. At the IBM Garage, experts collaborate with clients, developers and entrepreneurs to test-drive tools, processes, and procedures to make Blockchain real. The garage creates a bridge between the scale of enterprise and culture of startups and supports the development of an Open Standards based Blockchain ecosystem and creates new work opportunities in Singapore.