Peeking into the Neural Network Black Box

If you have ever come in touch with neural networks, you are probably familiar with the black box problem [1, 2]. Compared to many other algorithms from the glass box category [2], neural networks are inherently difficult to dissect. This should come as no surprise. We use neural networks to find solutions to problems which are difficult for humans to put into the language of algorithms. Whenever it is difficult for an expert to find features which would help any other Machine Learning algorithm, that’s typically where neural networks come into the picture and blow the competition out of the water.

So what can be done? As it turns out, the inherent difficulty of explaining how neural networks work does not deter everyone and there are actually people who, I would say, are even drawn to the difficulty [1]. I still think the proposed methods are far from explaining how a neural network works on the entire dataset, on all classes etc. Right now, in my opinion, the explanation methods are most powerful in a sample-by-sample examination. They are, for example, able to tell you which parts of the image play the most important role in an image classification task. I would still argue that there are important conclusions to be drawn about the task as a whole.

Even though the methods are very general, in the end, I will of course focus on models we use at Rossum for invoices. If you last until the end of this blog post, I promise you will see some nice results regarding invoices and tips on how to use those in your own projects. Continue reading

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Blue Prism RPA Meets Rossum AI

Blue Prism has recently unveiled its Digital Exchange, an intelligent automation marketplace that presents downloadable assets with pre-built artificial intelligence. This revolutionary one-stop shop helps companies add skills to digital workers through cognitive and disruptive technologies. We are thrilled to be a part of the Blue Prism ecosystem, as well as being a new Technology Affiliance Partner. Find out how our partnership works, and how you can incorporate automated invoice data capture into your business process with minimum human involvement.

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News from Rossum: Latest Partnership & Events

Read our latest company newsletter where we highlight our technology partnership with Blue Prism and connector on Blue Prism’s Digital Exchange. Learn about events from the last month and join us for more events in the coming month. More details below. 

If you would like to be included in our next newsletter, please subscribe here.


Dear Rossum friends,

This past month has been packed with events (both hosted and attended) as well as building a closer partnership with Blue Prism through their newly unveiled Digital Exchange. There is always a lot of hustle around this time, but we are cruising towards the end of the year and have a lot to look forward to before then.

Catch up on what Rossum has been up to this past month, and keep an eye out for one final newsletter in 2018. Can’t wait to see what will be accomplished in the next month! Continue reading

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Inside line items: Our progress and evaluation techniques

Our researchers have been hard at work solving line item extraction from invoices over the past few months. We have made several leaps forward we will talk about in the post, and you can test to see how it works in our live demo, right now! The rest of the post is aimed at our fellow data science geeks and all about our performance indicators concerning line items.

Quick update about line items in Elis

We have a lot of results we are eager to share, as well as just the story of our journey towards breathtaking table extraction capabilities. Whether it’s intense hackathons, exciting competition among multiple teams, or just endless thorny issues on how to annotate something as complex and varied as invoice table data – but that’s for another blog post.

The gist of the story, short & sweet, is that users of the Elis verification interface can now enjoy dramatic quality improvement in the semi-automatic line item capture we offer, and fully automatic table extraction is now available in our Data Extraction API as an experimental feature.

This is why you can test to see how it works right now in our live demo. To follow up on our previous line items blog post, let us show you a few examples. It simply works for many layouts already.

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Blue Prism Continues to Drive Intelligent Automation Capabilities Through New Affiliate Technology Alliance Partnerships

Blue Prism’s recent announcement on the newest additions to their Technology Alliance Program.


K2, Loop AI Labs, re:Infer and Rossum join Blue Prism’s Technology Alliance Program As Affiliates Making it One of the Broadest and Most Innovative in the Industry

Austin, Texas, and London — November 13, 2018 — Blue Prism (AIM: PRSM), today announced the addition of K2Loop AI Labsre:Infer and Rossum to its Technology Alliance Program as affiliates, strengthening an already broad array of technology and independent software vendors (ISVs), that provide new and breakthrough intelligent automation capabilities. These partners enable customers to leverage Blue Prism’s Robotic Process Automation (RPA) platform to build out best-in-class solutions that incorporate cutting edge, artificial intelligence (AI), machine learning, OCR and data extraction capabilities. Continue reading

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Will the Virtual Office replace the Traditional Office?

As technology is advancing, the workplace as we know it is changing forever. The Mad Men-esque office environment is long gone, and in its place we are left with a question – will the traditional office survive and how will it continue to evolve in the future?

Below we have outlined the pros and cons for a traditional office and a virtual office. We dive deep and try to determine which is the better choice in the end for the employee and employer. Read on and decide for yourself.

Traditional Office: A “traditional office” has changed its meaning over the last century – from rooms separated by department, to cubicles, to open office plans – a singular definition is not possible. For the sake of this blog, let’s consider that a “traditional office” is one where the employees of a company commute to the same physical location where they conduct their work – no matter the layout of the office.

Now think of where you work – does it meet this definition? How do you feel about this type of office? What are some ways that could improve your current office situation? Read on to discover some advantages and disadvantages of a traditional office environment.

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Top 10 Trends in Payments 2018

Each year, EU citizens alone make 122 billion digital payments, including card payments, bank-transfer apps, e-wallets and others. Businesses and consumers are slowly transitioning to a cashless world, where transactions are faster and easier. Mobile apps, contactless payment cards and bitcoin, are making cash redundant. Consumers’ needs are constantly changing, along with demands for accessibility and convenience, the ability to pay from anywhere at any time will become universal. Consumers’ fraud fears are being addressed with better detection methods and more secure payment options including digital wallets, mobile apps, and biometric identity confirmation. In this ever-evolving world, many changes and advances are still to come in the next few years.

We present the following 10 trends that have shaped the payments industry in 2018:

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News From Rossum: Setting the Technology Standard

Read our latest company newsletter where we highlight our new technology partnership with UiPath and our accounting software integration with Dativery. Meet us at our Rossum // Dativery event in Prague or at the UiPath Forward Conference in London! More details below.

If you would like to be included in our next newsletter, please subscribe here.


Dear Rossum friends,

Another month has passed, and Autumn has emerged. Rossum is staying focused on new partnerships, our new accounting software integration and spreading the word about the advances in our AI technology. Some events are coming up that we are hosting and attending – we would love to see you there!

We want to thank those who attended our first Webinar last month and made it a success. Read on to catch up with the latest news from Rossum, and find out what to expect in the new season. Continue reading

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Invoice Data Capture: Rossum Webinar

Rossum recently broadcast our first Webinar hosted by Co-Founder & Chief AI Architect, Petr Baudis, and Head of Partners & Alliances, Tobias Rataj. Catch the full webinar below where they discuss Rossum’s mission to eliminate manual data entry, while helping companies automate invoice processing. Hear about Rossum’s cognitive data capture tool and see how our client, Molson Coors, was able to eliminate the manual effort associated with invoice data entry. Stay tuned until the end to hear an interactive Q&A and look out for our next Webinar around the middle of November!

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