Tag Archives: will

Wanted – Suface Pro 3 or 4

Hello everyone

I am looking for a Microsoft Surface Pro 3 or 4, which ideally has i5 processor and 8GB RAM. I will consider other models if the price is right. Alternatively a tablet with full-size USB Port and Windows 10 would be ideal.

Location: Emsworth, Hampshire

______________________________________________________
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Please be advised, all buyers and sellers should satisfy themselves that the other party is genuine by providing the following via private conversation to each other after negotiations are complete and prior to dispatching goods and making payment:

  • Landline telephone number. Make a call to check out the area code and number are correct, too
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DO NOT proceed with a deal until you are completely satisfied with all details being correct. It’s in your best interest to check out these details yourself.

CIOs should lean on AI ‘giants’ for machine learning strategy

NEW YORK — Machine learning and deep learning will be part of every data science organization, according to Edd Wilder-James, former vice president of technology strategy at Silicon Valley Data Science and now an open source strategist at Google’s TensorFlow.

Wilder-James, who spoke at the Strata Data Conference, pointed to recent advancements in image and speech recognition algorithms as examples of why machine learning and deep learning are going mainstream. He believes image and speech recognition software has evolved to the point where it can see and understand some things as well as — and in some use cases better than — humans. That makes it ripe to become part of the internal workings of applications and the driver of new and better services to internal and external customers, he said.

But what investments in AI should CIOs make to provide these capabilities to their companies? When building a machine learning strategy, choice abounds, Wilder-James said.

Machine learning vs. deep learning

Deep learning is a subset of machine learning, but it’s different enough to be discussed separately, according to Wilder-James. Examples of machine learning models include optimization, fraud detection and preventive maintenance. “We use machine learning to identify patterns,” Wilder-James said. “Here’s a pattern. Now, what do we know? What can we do as a result of identifying this pattern? Can we take action?”

Deep learning models perform tasks that more closely resemble human intelligence such as image processing and recognition. “With a massive amount of compute power, we’re able to look at a massively large number of input signals,” Wilder-James said. “And, so what a computer is able to do starts to look like human cognitive abilities.”

Some of the terrain for machine learning will look familiar to CIOs. Statistical programming languages such as SAS, SPSS and Matlab are known territory for IT departments. Open source counterparts such as R, Python and Spark are also machine-learning ready. “Open source is probably a better guarantee of stability and a good choice to make in terms of avoiding lock-in and ensuring you have support,” Wilder-James said.

Unlike other tech rollouts

The rollout of machine learning and deep learning models, however, is a different process than most technology rollouts. After getting a handle on the problem, CIOs will need to investigate if machine learning is even an appropriate solution.

“It may not be true that you can solve it with machine learning,” Wilder-James said. “This is one important difference from other technical rollouts. You don’t know if you’ll be successful or not. You have to enter into this on the pilot, proof-of-concept ladder.”

The most time-consuming step in deploying a machine learning model is feature engineering, or finding features in the data that will help the algorithms self-tune. Deep learning models skip the tedious feature engineering step and go right to the training step. To tune a deep learning model correctly requires immense data sets, graphic processing units or tensor processing units, and time. Wilder-James said it could take weeks and even months to train a deep learning model.

One more thing to note: Building deep learning models is hard and won’t be a part of most companies’ machine learning strategy.

“You have to be aware that a lot of what’s coming out is the closest to research IT has ever been,” he said. “These things are being published in papers and deployed in production in very short cycles.”

CIOs whose companies are not inclined to invest heavily in AI research and development should instead rely on prebuilt, reusable machine and deep learning models rather than reinvent the wheel. Image recognition models, such as Inception, and natural language models, such as SyntaxNet and Parsey McParseface, are examples of models that are ready and available for use.

“You can stand on the shoulders of giants, I guess that’s what I’m trying to say,” Wilder-James said. “It doesn’t have to be from scratch.”

Machine learning tech

The good news for CIOs is that vendors have set the stage to start building a machine learning strategy now. TensorFlow, a machine learning software library, is one of the best known toolkits out there. “It’s got the buzz because it’s an open source project out of Google,” Wilder-James said. “It runs fast and is ubiquitous.”

While not terribly developer-friendly, a simplified interface called Keras eases the burden and can handle the majority of use cases. And TensorFlow isn’t the only deep learning library or framework option, either. Others include MXNet, PyTorch, CNTK, and Deeplearning4j.

For CIOs who want AI to live on premises, technologies such as Nvidia’s DGX-1 box, which retails for $129,000, are available.

But CIOs can also utilize cloud as a computing resource, which would cost anywhere between $5 and $15 an hour, according to Wilder-James. “I worked it out, and the cloud cost is roughly the same as running the physical machine continuously for about a year,” he said.

Or they can choose to go the hosted platform route, where a service provider will run trained models for a company. And other tools, such as domain-specific proprietary tools like the personalization platform from Nara Logics, can fill out the AI infrastructure.

“It’s the same kind of range we have with plenty of other services out there,” he said. “Do you rent an EC2 instance to run a database or do you subscribe to Amazon Redshift? You can pick the level of abstraction that you want for these services.”

Still, before investments in technology and talent are made, a machine learning strategy should start with the basics: “The single best thing you can do to prepare with AI in the future is to develop a competency with your own data, whether it’s getting access to data, integrating data out of silos, providing data results readily to employees,” Wilder-James said. “Understanding how to get at your data is going to be the thing to prepare you best.”

Wanted – Suface Pro 3 or 4

Hello everyone

I am looking for a Microsoft Surface Pro 3 or 4, which ideally has i5 processor and 8GB RAM. I will consider other models if the price is right. Alternatively a tablet with full-size USB Port and Windows 10 would be ideal.

Location: Emsworth, Hampshire

______________________________________________________
This message is automatically inserted in all classifieds forum threads.
By replying to this thread you agree to abide by the trading rules detailed here.
Please be advised, all buyers and sellers should satisfy themselves that the other party is genuine by providing the following via private conversation to each other after negotiations are complete and prior to dispatching goods and making payment:

  • Landline telephone number. Make a call to check out the area code and number are correct, too
  • Name and address including postcode
  • Valid e-mail address

DO NOT proceed with a deal until you are completely satisfied with all details being correct. It’s in your best interest to check out these details yourself.

Wanted – Suface Pro 3 or 4

Hello everyone

I am looking for a Microsoft Surface Pro 3 or 4, which ideally has i5 processor and 8GB RAM. I will consider other models if the price is right. Alternatively a tablet with full-size USB Port and Windows 10 would be ideal.

Location: Emsworth, Hampshire

______________________________________________________
This message is automatically inserted in all classifieds forum threads.
By replying to this thread you agree to abide by the trading rules detailed here.
Please be advised, all buyers and sellers should satisfy themselves that the other party is genuine by providing the following via private conversation to each other after negotiations are complete and prior to dispatching goods and making payment:

  • Landline telephone number. Make a call to check out the area code and number are correct, too
  • Name and address including postcode
  • Valid e-mail address

DO NOT proceed with a deal until you are completely satisfied with all details being correct. It’s in your best interest to check out these details yourself.

Wanted – Gaming PC for a 9 year old

In the next week or so I will be selling my PC, spec is,

i5 4670K
Corsair H115I AIO
G1.Sniper M5 Intel Z87
16GB RAM
Fractal Design Define R5 window side panel
Corsair HXi 750W

Il be selling for £400, as you live quite close, I don’t mind delivering.

I have all the boxes, all components are in great condition, the PSU, Case and AIO is under 2 years old.

Just put in a SSD and GFX card.

Dan

Box Skills, machine learning technology pique IT interest

SAN FRANCISCO — Box shops will be able to help users gain more intelligent insight into their content with new machine learning technology in the content management tool.

Box Skills, introduced here at the company’s annual BoxWorks conference, makes it easier to search for visual and audio content and view information about it. Box Feed uses machine learning to curate content for specific users. Plus, new features in Box Relay aim to improve employee workflows. These capabilities caught the interest of attendees at the show.

“It was kind of nice to see Box incorporating [AI] to start relaying things to certain people at the right time in the right place,” said Ryan Foltz, business systems engineer at Barnhardt Manufacturing Company in Charlotte, N.C.

How Box Skills works

Box Skills is a framework that serves as a layer of abstraction between the content organizations upload to Box and the machine learning. It focuses on three areas: Image Intelligence, Audio Intelligence and Video Intelligence.

With the Image Intelligence component, based on Google Cloud Platform technology, Box automatically tags aspects of an image such as the subject, colors and logos, as well as uploads any text from it. Users can click the tags to access other images with similar contents.

The whole workflow looks really nice.
Will Sheppardtechnical support specialist, The Enthusiast Network

Video Intelligence uses Microsoft Cognitive Services to provide facial recognition to identify people in a video. It also can show users where repeated phrases come up, and extracts a transcript of the video that users can apply as closed captioning. Audio Intelligence functions similarly, without the visual aspect, and is based on IBM Watson technology.

Using the new Box Skills Kit for developers, organizations can also customize what information within a file the machine learning technology tracks. The tool can track tone of voice in a phone conversation, for example, or pull out specific words a company is interested in and show within the Box content when those words were said. Developers can also customize information in documents such as invoices or contracts, and have Box extract information such as dates, signatures, payment amounts and vendor names. That not only extracts the data, but allows users to fill that information in automatically moving forward.

Image Intelligence is currently in beta, and Video Intelligence and Audio Intelligence will come to beta in 2018, Box said.

Box Feed puts relevant information in front of users

Box Feed, powered by Box Graph machine learning technology, was also previewed at the conference and will be available next year. This feature can help users find the content most relevant to them. It shows users active content — files they have been working on or are mentioned in — as well as other relevant content, which appears in a feed based on who is working on the file and what the content is. If a user generally collaborates with another user who is working on a document, for example, it will likely show up in the relevant section. It also shows trending files, or ones that many users throughout the organization are accessing. 

As interesting as these new features are, some companies might need some time to apply them. Barnhardt Manufacturing Company, for instance, is an old organization, but its leaders are getting more and more interested in business data intelligence, said Pete Chantry, application systems manager at the company.

 “We’ve got to allow a little bit of time for them to get accustomed to the basic [enterprise content management] features of Box,” Chantry said.

Updates to Box Relay

Box Relay for workflow automation, announced last year and generally available next month, will get some enhancements as well.

First, the add-on will allow workflows to launch automatically, so if a user uploads a resume of a prospective employee for example, the workflow associated with that kind of document will start automatically. Box also plans to release APIs so IT can integrate Relay with existing third-party applications and automated processes. In addition, users will be able to e-sign documents directly in Box. Finally, a new dashboard will let users manage multiple workflows at the same time by showing every active workflow and what step it is on.   

“I like the way that all ties together,” said Will Sheppard, technical support specialist at The Enthusiast Network based in Los Angeles. “The whole workflow looks really nice.”

Other new features in Box Relay include the ability to invite other users to edit a document and assign them tasks with due dates within the document. There is also a new annotation tool that allows users to write a comment on a specific aspect of a document and tag other users to look at that exact area.

In addition, users no longer have to download previous versions of a document; they can preview them with a single click. Plus, when a user accesses a document, Box will highlight any changes that other users have made since the last time he was in it, and show which user made the edits. Finally, users can thread comments and mark them as resolved.   

Like Box Skills, Relay presents some enticing features for IT, but those at Barnhardt Manufacturing Company are unsure of how to apply Relay immediately.

“I don’t know how often we’d use it, but if we had it, it’d certainly be a nice feature for us,” Foltz said.

Wanted – Gaming PC for a 9 year old

In the next week or so I will be selling my PC, spec is,

i5 4670K
Corsair H115I AIO
G1.Sniper M5 Intel Z87
16GB RAM
Fractal Design Define R5 window side panel
Corsair HXi 750W

Il be selling for £400, as you live quite close, I don’t mind delivering.

I have all the boxes, all components are in great condition, the PSU, Case and AIO is under 2 years old.

Just put in a SSD and GFX card.

Dan

Wanted – Gaming PC for a 9 year old

In the next week or so I will be selling my PC, spec is,

i5 4670K
Corsair H115I AIO
G1.Sniper M5 Intel Z87
16GB RAM
Fractal Design Define R5 window side panel
Corsair HXi 750W

Il be selling for £400, as you live quite close, I don’t mind delivering.

I have all the boxes, all components are in great condition, the PSU, Case and AIO is under 2 years old.

Just put in a SSD and GFX card.

Dan