Use Apache Spark? This tool can help you tap machine learning

Use Apache Spark? This tool can help you tap machine learning

Finding insight in oceans of data is one of enterprises’ most pressing challenges, and increasingly AI is being brought in to help. Now, a new tool for Apache Spark aims to put machine learning within closer reach.

Announced on Friday, Sparkling Water 2.0 is a major new update from H2O.ai that’s designed to make it easier for companies using Spark to bring machine-learning algorithms into their analyses. It’s essentially an API (application programming interface) that lets Spark users tap H2O’s open-source artificial-intelligence platform instead of — or alongside — the algorithms included in Spark’s own MLlib machine-learning library.

Among the highlights of the new software is the ability to run Spark and Scala through H2O’s Flow user interface. Sparkling Water 2.0 also brings a new visualization component to MLlib, giving users the ability to see their algorithmic results in an easy-to-digest form.

The software supports the Apache Zeppelin notebook as well as Spark 2.0 and all previous versions. It offers production support for machine-learning pipelines. Model and data governance can be handled through H2O’s Steam data-science hub.

Study reveals security gap in big data projects

Study reveals security gap in big data projects

Ideally, the ultimate output of big-data analysis can provide a company with a valuable competitive advantage. But those results aren’t getting much additional security, according to an IDG Enterprise study of big-data initiatives.

Only 39% of survey respondents say their company is securing the output of big-data analysis with alternate or additional security measures, the study found. Some companies say the measures they use to secure the existing, raw data are adequate to protect the results of analysis, too.

The most popular approaches to securing big-data output are identity and access controls, and data encryption, the study found, adding that the use of “data segregation is a distant third.”

The IDG report also covers:

  • The extent to which security is considered when selecting a data and analytics vendor
  • The collection of sensitive data (such as financial information, personally identifying information, or medical records)
  • The top business objectives for data-driven initiatives
  • The top pain points in data projects

The study is based on a survey of 724 IT decision-makers who reported that their organizations are currently implementing, planning or considering big-data projects. IDG Enterprise is a division of IDG Communications, CSO’s parent company.

Register now to download a free copy of the executive summary: IDG Enterprise 2016 Data & Analytics Survey

Source: InfoWorld Big Data

You'll Never Guess What Google Paid This Guy $6K For

You'll Never Guess What Google Paid This Guy K For

The .xyz registry launched a searchable domain name drop tool this week to encourage adoption of the new gTLD. The daily updated search tool could be useful for those monitoring .xyz for expiring registrations, and one company that might want to consider making use of it is a tech company you might have heard of: Alphabet.

Last year an ex-Google researcher experimenting with Google Domains found out that too clever a domain investment, and it can morph into a security bug, when he registered Google.com.

Google refunded the $12 Sanmay Ved paid to register its flagship domain, and then awarded him over $6,000 under its bug bounty program.

READ MORE: Google Domains Service Moves to .Google

“The Indian Prime Minister’s visit to Facebook and Google to promote a digital India did work wonders,” Ved wrote in a LinkedIn post shortly after the incident. “The very next day of his visit, it ended up convincing Google to sell what is perhaps their most prized possession to a person hailing from the small city of Mandvi in the Kutch region of the Indian Prime Minister’s home state…albeit just for a minute or so :) [sic].”

The company may have decided that its Alphabetization rendered its legacy domain obsolete, but if so, saner heads quickly prevailed.

Earlier this year the amount awarded to Ved was disclosed as part of Google’s annual review of its security rewards program. Ved originally received $6,006.13, a numerical rendition of the company name. The company doubled the amount after Ved announced he would donate the award to charity.

While the tool is really meant for registrants investing in domains, its launch provides a timely reminder for businesses in all industries that if your domain name is valuable, it should be carefully protected.

Source: TheWHIR

Free Publishing Platforms Can't Beat Self-Hosted Sites for Professional Creatives

Free Publishing Platforms Can't Beat Self-Hosted Sites for Professional Creatives

We’re entering the age of the platform. Everything is a platform, from Twitter to Medium, which should raise some questions in the mind of career-oriented creative professionals. What is a platform and is it good for me?

Let’s start with the upside of publishing platforms. Take Medium as an example: it’s beautiful — pitch-perfect typography and full bleed images to die for, all without any design effort from its users. The writing interface is a thing to behold — simple but functional — it’s all about the writing and the images.

For writers and photographers, it’s tempting to jump in with both feet. Publishing platforms offer a seamless environment and remove all the hassle of setting up your own site. It is even easier than a minimally complex content management system like WordPress.

So, what’s not to like?

Who Are You Writing For?

Unless you control the platform, you’re working for someone else. It’s a great pitch: we’ll give you an awesome publishing platform and all you have to do is to fill it with content; we won’t charge you a dime.

Except, if you’re a professional creative, the content you create is your living. If you write for a free platform, you’re no longer writing for yourself: you’re working to build an audience for the platform’s owners.

It’s No Longer Your Audience

If you self-host a site, you have access to a huge amount of information about your audience. That information is valuable. Even if you don’t intend to monetize your blog with advertising, knowing where your audience comes from, what they are reading, what they love, what they hate, and what they think are all valuable for a creative looking to carve out a niche and establish themselves as a professional.

With a self-hosted site, you own the platform. The audience and the community you build is the pay-off for the work that you put in.

Limited Monetization Potential

“Free” platforms will have to make money somehow. In the short-term they can coast on VC cash and good will, but platforms are incredibly expensive to build. Eventually most platforms are going to start monetizing their users — the ones that your content is helping to attract. That puts the interests of the platforms and its content creators at odds. If there’s value in a platform, it’s going to be extracted by the owners of the platform, which leaves content creators with an audience but not much else.

Your Brand Is Not Under Your Control

Personal branding is an infelicitous term, but the truth that lies behind it is that to be heard, creatives have to craft a voice that speaks to an audience. There are a huge number of factors that can contribute to shaping that voice, including design, dialogue, promotional opportunities, partnerships with community members, and analytics data.

With a self-hosted site, a writer, photographer, or designer has complete control over their personal brand. A self-hosted site acts as a central hub — a personal platform — that is closely identified with the personal brand of its owner.

If you just want to throw up the occasional article or you want to gain exposure, free publishing platforms are a great way to scratch the creative itch or drive traffic to a self-hosted site, but, relying on those platforms exclusively prevents content creators from building the dedicated audiences they need to make the most of their work.

graemeAbout the Author

Graeme Caldwell works as an inbound marketer for Nexcess, a leading provider of Magento and WordPress hosting. Follow Nexcess on Twitter at @nexcess, Like them on Facebook and check out their tech/hosting blog, https://blog.nexcess.net/.

Source: TheWHIR