Addressing Drawbacks Of AutoML With AutoML-Zero

#artificialintelligence

Automated machine learning – or AutoML – is an approach that cuts down the time spent in doing iterative tasks concerning model development. AutoML tools help developers build scalable models with great ease and minimal domain expertise. AutoML is one of the most actively researched spaces in the ML community. AutoML studies have discovered ways to constrain search spaces to isolated algorithmic aspects. This includes the learning rule used during backpropagation, the gating structure of an LSTM, or the data augmentation.


Machine Learning Tokyo

#artificialintelligence

Episode 80: The featured guests are Machine Learning Tokyo (MLT) members Suzana Ilić (co-founder), Dimitris Katsios, and Asir Saeed. MLT is a Tokyo-based nonprofit organization dedicated to democratizing Machine Learning (ML). They are a team of engineers and researchers--now with a community of 5,000 people--and the winner of the Rakuten Technology & Innovation Silver Award 2019.





The future of contact tracing GovInsider

#artificialintelligence

When an epidemic spreads, it's vital to alert people who may have been infected but are yet to show symptoms. This process is called contact tracing, and across the world officials are spending long nights and weekends interviewing patients to identify people at risk. "The challenge is that, right now, it takes a significant amount of time to identify close contacts of the person who has been infected," says Akshay Saigal, Head of Innovation Labs for Asia at DXC Technology. "The track and trace is very manual and takes huge teams of dedicated officials to perform." He thinks that tech innovation can make a big difference to nations in need and spoke with GovInsider about three steps that officials can use for faster contact tracing.



Could AI Security Prevent Hacks?

#artificialintelligence

Las Vegas hacking event, the Cyber Grand Challenge was the ultimate, and only, all-machine hacking competition. Each machine identified software vulnerabilities, exploited them and patched their own systems to protect against threats -- all without a human programmer intervening. This article explains the role of automation in IT security and how it could address the skills shortage. We've all heard of the wider IT skills shortage, but the lack of security skills in the industry is even more critical. According to a report by the Life and Times of Cybersecurity Professionals, IT workers that have specialist cyber security skills are approached with a new job offer at least once a week.


End to End Chatbot using Sequence to Sequence Architecture

#artificialintelligence

Ever felt bored when you are all alone? Had a thought of talking to someone who could give you witty replies? If that is the case why not train one to be? I mean a deep learning model. Yes, since the past half-decade deep learning has grown humongously powerful with evolution of state-of-the-art architectures and algorithms that were brought up into the limelight as part of tons of research that's happening around the world.


The future through Artificial Intelligence

#artificialintelligence

ARTIFICIAL Intelligence (AI) is the wave of the future. This area of computer science emphasising the creation of intelligent machines that work and react like humans is heavily influencing and taking over the way we get on with daily life. Artificial Intelligence is revolutionising industries and improving the way business is conducted. More importantly, it is revolutionising industries and improving the way business is done, being already widely used in applications including automation, data analytics and natural language processing. On a bigger spectrum, from self-driving cars to voice-initiated mobile phones and computer-controlled robots, the presence of AI is seen and felt almost everywhere.