Having a compact, yet robust, structurally-based identifier or representation system for molecular structures is a key enabling factor for efficient sharing and dissemination of results within the research community. Such systems also lay down the essential foundations for machine learning and other data-driven research. While substantial advances have been made for small molecules, the polymer community has struggled in coming up with an efficient representation system. For small molecules, the basic premise is that each distinct chemical species corresponds to a well-defined chemical structure. This does not hold for polymers.

Executives and others are increasingly using data when assessing business policies, comparing marketing strategies, and making other decisions. In particular, they use machine learning to analyze data--and the results to make decisions. But how much can an executive trust a recommendation generated by machine learning? Recognizing that uncertainty is involved, and could produce expensive mistakes, Chicago Booth's Max Farrell, Tengyuan Liang, and Sanjog Misra have sought to quantify this uncertainty so that decision makers can take it into account. In the past few years, machine-learning methods have come to dominate data analysis in academia and industry.

Wipro signed a strategic partnership with the Industrie 4.0 Maturity Center (I4.0MC), Based in Aachen, Germany, I4.0MC is a part of RWTH Aachen Campus With the help of this strategic partnership, Wipro consultants use the i4.0MC's program to support their client's digital transformation processes, the announcement notes. The acatech Industrie 4.0 Maturity Index, applied by the Industrie 4.0 Maturity Center, works as a methodical guideline to individually design the path to an agile company and to derive the necessary steps. The partnership will also promote the collaboration between the industry and academic experts across the industries such as industrial manufacturing, consumer goods, automotive, oil & gas, and life science. Christian Hocken, MBA, Managing Partner said, "We are looking forward to the cooperation with a leading technology company. Our competences complement each other in an ideal way. We are providing the management frameworks and tools while Wipro will be realizing the digital transformation. Together we will be able to serve our customers with tailor-made transformation projects to become a data-driven, agile company."

Artificial intelligence is a big deal for the likes of Amazon, Microsoft and Google -- but what about a small business that can't afford to have a data scientist on staff? That's the niche that Bellevue, Wash.-based Kurvv plans to fill, with a service that takes a company's data and fits it into a pre-trained AI model that may not be perfect, but is good enough to address the problem that needs solving. "We're targeting companies that have data, but don't have the knowledge or the resources to hire data scientists and can't bring in a consultant," Kurvv's CEO, Ryan Lee, told GeekWire. Lee left his post as a data science program manager at Microsoft in May to focus on getting Kurvv off the ground, drawing upon more than 15 years of experience in product management. One of Lee's fellow co-founders is Vince Roche, who co-founded Boost Media, a San Francisco-based ad optimization venture, and now serves as Kurvv's chief technology officer.

Informatica, a enterprise cloud data management provider, has announced the expansion of its Hyderabad development centre. The Hyderabad expansion is an integral part of Informatica's global R&D investment, which exceeds $200 million a year, and enables the company to support its continued growth in India, propelled by its Hyderabad centre. The Hyderabad facility is an innovation hub focused on the continuous evolution of the Informatica Intelligent Data Platform. Leveraging AI and machine learning across the company's entire product architecture via its CLAIRE engine, the Hyderabad location will further develop the Informatica Enterprise Data Catalog (EDC), and Informatica's strategic cloud offerings. "India, and specifically Hyderabad with its highly skilled talent pool, are vital to Informatica's growth," said Amit Walia, Informatica's president of products and marketing.

Held annually in Asia, Europe and the Middle East, Hack In The Box conferences bring together the world's top cyber security experts to share and discuss their latest knowledge, ideas and techniques with security professionals and students. The next HITB event is HITB CyberWeek, which takes place October 12th – 17th at Emirates Palace, Abu Dhabi. As usual, it will offer security trainings, talks, and live challenges. Among the live competitions to be held at the conference is the AI Challenge, which aimed at machine learning and AI enthusiasts. In the first one, participants are tasked with developing an automated penetration testing model based on the DeepExploit framework.

Emerging technologies are transforming the nature of learning and development and so they paved the way for more dynamic training opportunities. Fourth industrial revolution has changed the nature of work and meaning of career and making it imperative to constantly refresh one's skills. VinCampus is solely built to serve IoT and artificial intelligence Training Requirements, to bridge the transformation gap with the interactive AI courses and IoT training courses modules & expertise via Live Instructor-Led Training.

Reach Robotics, the company behind the spider-like MekaMon robot you might've seen on the shelves at the Apple Store, is closing down. Billed as the "world's first gaming robot," MekaMon is part video game, part STEM tool. You could plop it down on the carpet and point your phone at it to battle virtual augmented reality enemies, face off against other MekaMon owners in multiplayer battles or build custom programs for the robot on top of Apple's Swift Playgrounds. Here's a video we did on Reach Robotics a few years back: Reach Robotics was founded in 2013. They released their MekaMon robot in November of 2017, just a few months after raising a $7.5 million Series A. The consumer robotics sector is an inherently challenging space – especially for a start-up.

A worldwide leader in manufacturing flexible, automatic systems and integrating products, processes and services that increase efficiency while lowering overall costs. Headquartered in Turin, Italy, with an international network that spans 17 countries that employ more than 12,600 employees.

It seems that the majority of AI solutions for payment processing are focused on fraud detection and prevention. Some companies claim to offer straight-through processing software as well. We'll get started with background information about AI in payment processing, and then we'll explore the vendor use cases in depth individually. The companies discussed in this report vary in their densities of AI talent, which is one of the three rules of thumb we use when determining whether or not a company is actually leveraging AI or using it more for marketing purposes. We look for companies with AI talent in their C-suites first and foremost, but perhaps equally important is the number of data scientists employed at the company.