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Welcome back to our PNA i master class in this class today you are going to long OCR that is optical character recognition so let's get started and understand what you are going to learn you will learn what are the typical pinpoints yrp a big sense in today's digital world what are the typical benefits and one life demonstration video that will help you to connect with a real-time example so let's really start it and understand the pain points today the typical problem of enterprises are data entry and it comes in to multiple shapes and multiple forms it's a structured semi-structured or unstructured data it could be PDF document scanned document email or maybe any kind of document that is in the same structure or on structure but let's accept the fact that data entry is pretty expensive time-consuming and error-prone but at the same time let's also accept the fact that digestions cannot get rid of all these documents because this is required and mandatory from meaning regulatory and compliance purpose at the same time it is one of the means of exchanging the EDI data with the different vendors so we need to find a better way of reimagining the entire process of data entry and streamline the process think about a moment are you a business leader and droning and processing the hundreds or thousands of records each month like purchase order invoice may be income tax like data may be purchased it's may be recipt documents or may be bank statements and every month you are typing retyping and correcting all sort of documents and really said become pinpoint for you now let me invite you to ideate and rethink about the way to create a wall without manual data entry being a business leader we need to think about an innovative way we need to rethink our enterprise into enterprise space where there is a way to transform the entire documents electronically without haggling much of the manual intervention so ladies and gentlemen this technology is called optical character recognition so what we Vicky Padilla says the electronic or mechanical conversion of maids of type handwritten or printed text into mechanical encoded text whether from a scanned document if photo of a document or screen photo so essentially it replicates the human approach to data extraction from the business document so net name OSHA optical character recognition is a software it's a mix of hardware and software that helps to transform and extract the data from semi-structured or unstructured document to a structure format so now the bigger question comes that what kind of documents the OCR can help to extract it could be semi structure so semi structures are typical example any kind of invoice or bins that comes under the say respective format and other kind of document could be unstructured any kind of contract or any kind of legal document that is purely free-flowing text is.

FAQ

What is OCR?
Optical Character Recognition s 3monly known as OCR 3 is a technology used for the mechanical or electronic conversion of . The extracted information may be electronically displayed edited and stored which can be further used for cognitiveputing and machine learning. Simply put OCR technology is used to read and extract the data from image documents and then further used for pattern recognition. The old-school OCR technology wasn fully automated and couldn operate properly with manual supervision. The proper functioning required strict rules and templates. Still these solutions couldn process con and had no self-regulating mechanisms; hence making manual gance mandatory. The traditional OCR works quite well when it deals with documents whose formats and templates were pre-loaded into the system. However thises with a significant problem of flexibility. It means for every of document a new template model has to be designed and loaded into the system. This is quite time-consuming and costly processes similar to the manual data population. Therefore artificial intelligence is being incorporated into OCR toe up with a flexible and reliable automated process.
What does the latest on Obama's birth certificate mean?
the latest That literally made me laugh out loud. This has been a dead non-story for years. It like seeing someone asking about what the latest on WWI is. ) It means that the ex-Sheriff now has a lot more time on his hands and needs something to do. Maybe he even hoping to garner some support and get back into the public eye after having lost his position. I doubt that will go well though considering it is silly rhetoric like this that lead to him losing favor with his constituents. Americans love the tough on crime narrative even some liberals. Most Americans are pretty tired of this BS story though and the people who perpetuate it. Even Trump recognized that he needed to put this nonsense behind him during the campaign if he wanted to maintain enough support among otherwise rational Americans. Trump said himself that he wanted to make a statement confirming that he had moved on and accepted that Obama was a US citizens because he needed voters to focus on other issues that would help him rather than hurt him. Crazy Joe Arpaio never did figure that out for himself that this was a fringe conspiracy theory which few people subscribe to that would ultimately sink his campaign for reelection which he had previously managed to win successfully for 24 consecutive years. He was able to weather countless scandals over his harsh treatment of prisoners his abuse of civil rights and his often lost legal battles that cost citizens of Maricopa County millions of tax dollars to fight. However the one thing he couldn weather was continuing to beat this dead horse for nearly a decade. So what it means is that demonstrating such a lack of connection to reality that you could still be a birther after so much proof has been released confirming Obama birth in Hawaii and also considering that no matter where he was born in the world it wouldn matter anyway because his mother was a natural born US citizen and so her child would be as well even if he was born outside of US territory is that showing such a lack of connection with reality is political poison to US voters even in very conservative states and counties.
What are some of the legibility issues in logographic writing systems?
As tempting as it is to think that English letters are more legible than Chinese characters (Ill justpare these two here) it actually should be pointed out just how much space is wasted in the simple lines of English letters and how remarkably similar they are to each other. Many of the letters are just a simple line or two with curves in different directions. That far from all of the possibilities for filling the rectangular space of a letter visually. I use Optical Character Recognition (OCR) software a lot to handle scans for my research to make the scans searchable or even to copy and paste the of a foreign language article into Google Translate so I can read something I wouldn otherwise understand. Ive tried a lot of different languages and writing systems including English and Chinese. My initial expectation was that Chinese recognition would be horrible. There are something like 5 Chinese characters inmon usagepared to our 26 letters (and more than that into the tens of thousands but lessmonly just like we also have numbers punctuation etc.). How can the software possibly do well with it? The results with a clear scan have been remarkable however. It works I say just as well as for English. So maybe as in myments in the first paragraph English is really not performing well at all how can 26 possibilities in English not italic be better than 5 possibilities in Chinese? The only answer that makes sense is that Chinese writing is designed well. The relevant information italic can be easily extracted from the shapes. Chinese has a feature that English does not stroke counts. English letters have only a few strokes at most while Chinese characters pack a lot of information into a small space. But that information is spread out angled spaced sized etc. OCR software doesn literally count strokes (after all it probabilistic) but it does get a general sense of how much darkness there is in the rectangle its general distribution and relationships between the shapes. It that variety that helps I think. Something interesting to look at is all of the English lettersbined on top of each other. The s 4 38 master_ s that are very often used and that isn very useful for OCR software. Look at how much white space is never used italic ! Compared to Chinese which would almost certainly fill up the whole block (admittedly not a fairparison because there are many more Chinese characters to consider but probably even much more full with just 26) the English letters are actually quite similar. Languages have lots of redundancy in different parts of the system (and also boot-strapping from meaning to form and back and forth!) and this is why we can figure out what something says even if it blurry. In the end writing systems like languages do not develop in isolation. They develop through use. And after that they work.
Is there software for the PC that can scan information on a page and fill text boxes on a web page?
It depends on the nature and form of the . It turns out that is a pretty hard problem so much so that a lot of the work on Amazon Mechanical Turk topic tid 281 is about transcribing unstructured into structured form. xkcd topic tid 222 is full of insight about task automation. Conventional wisdom is ( Bruno btco Oliveira - Google+ s+BrunoOliveira ) Reality is n(alt- 'Automating'es from the roots 'auto-' meaning 'self-' and 'mating' meaning 'screwing'.)n( xkcd Automation s ) xkcd provides this handy ge to decide how much effort to invest in automating n(Alt- Don't forget the time you spend finding the chart to look up what you save. And the time spent reading this reminder about the time spent. And the time trying to figure out if either of those actually make sense. Remember every second counts toward your life total including these right now.)n( xkcd Is It Worth the Time? s ) There is a lot ofmercial Optical Character Recognition topic tid 9373 (OCR) software that will transcribe unstructured to structured data but they are limited based on the clarity of the and predictability of the being transcribed. You might look at Extract Text from Images 1 OCR Tool Compared or other OCR review sites. But you may spend more time trying to automate the solution than you save.
Are Russians good in IT?
If by IT you mean what is usually meant by it i.e. the boring job of maintaining in-house information systems that serve the employer internal needs I wouldn know. This job is kind of trivial and doesn require strong technical skills to be good at. It requires good manners endless patience and rudimentary knowledge of technology. If you mean stuff likeputer science then yes I say Russians are good at it. Russians make the best system programmers for one so for that reason when I am to ask a question about the Linux kernel for example I prefer to ask in Russian language forums. As far as Russia aplishments go they speak for themselves too. Russia JetBrains pretty much owns the once verypetitive business of Integrated Development Environments or IDE (an IDE for a software developer is what an image editor is for an artist). That because a good IDE is a platform for which people write an ecosystem of plugins so good architecture is paramount and as a plugin writer for JetBrains I assure you the architecture of JetBrains lives to its name. So most of the software youve encountered (almost certainly Quora too) has been developed with Russia help. Kotlin board_item board_item_id 37386 is a programming language developed by the samepany JetBrains. It on the rise. It has all the cool modern language features of Scala without Scalaplexity (though I wouldn know I am a big lover os Scala but people say that). More importantly Kotlinpiles to both Java Virtual Machine bytecode and to Javascript so it can run both on client and server allowing developer to adhere to the DRY principle (Don Repeat Yourself) which is very important. Ive seen software development houses develop exactly the same software twice in Javascript and Java then stuck with maintaining and synching two codebases eek! Easily preventable thanks to this Russianpany. Also Kotlin is increasingly popular with Android and iOS developers. ABBYY is made-in-Russia OCR software. It converts a scanned or photographed sheet of to searchable . It light years ahead of Adobe which used to be the market leader in OCR. You might not have heard of ABBYY but that because they don sell to consumers that much. Instead their OCR software is bound with almost every scanner you buy. Companies like Evernote run ABBYY behind the scenes too. NGINX is the fastest growing reverse proxy webserver. Last I checked one third of websites worldwide used it. Probably more so now. Quora uses it too. Parallels is a hosting platform used by many web hosts including GoDaddy. Kaspersky is the world best antivirus. It would have undoubtedly been the world most popular hasn it been expensive. I am sure there are other things Ive left out but this is just from the top of my head. All that done by Russian developers who stayed in Russia during Russia hardest years when they could have worked abroad and made many times more money. Ive seen Russian developers abroad in big software houses in the US and Israel. They pull way more than their weight too.
What is the best text recognition (OCR) software for PDFs?
PDF documents are a odd thing. Some are PDF + Text and those really do not need an OCR engine at all. Instead you need some software intelligent enough to know the Text is already available. Thises from the fact that a PDF is a container. If that container is filled with a Word document for instance then you will find the Text is available for scraping. If the PDF was flattened or is of an and perform the OCR on it. Most engines do this conversion in memory and the end user doesn even know it is happening. ABBYY has many solutions that can help you fill this need. ABBYY InfoExtractor SDK s Many other vendors exist and they may even do a good job as well. If you examine the copyright notices on some of those software packages you will find they are using the ABBYY Engine or SDK. ABBYY is that good an industry leader. Another thing to learn and pay attention too is what version of PDF do you need to support. If the generated PDF are all the same it may help you find a vendor that supports that version but if they are going to be random and all over the place you will want software that has support for when youe across a PDF that doesn read correctly it will happen. Hope this helps!
Is there any way to capture text from a JPG?
OCR software or application may help you. I want to rmend you Docs Matter for I used it before to help me extract from s to be transformed into searchable and editable document formats. It is really useful for me. Wherever I am I can search for the documents I need with entering few keywords. The average time for recognition of a document less than 6 seconds. The recognition accuracy can reach 99%. It can convert documents into PDF Word Text format files. You can go to get more you can search it on Google Play to try it. nI hope my suggestion will be helpful for you.
Citation Meaning: "Cary Nelson; Lawren Groosberg eds. Marxism and the Interpretation of Culture (Urbana, I11.: Univ. of Illinois Press, c1988)" what does the c in "c1988" mean? Thanks in advance.
In this case it is a mis-writing of copyright see s s where the cataloging page states (c) 1988 by the Board of Trustees of the University of Illinois etc. Noting the spelling of author Grossberg the usage of I11. instead of Ill. etc. I suspect some copy-paste and OCR software carelessness was involved. As other answers note sometimes dates are only approximately known and indicated with c. for circa. For dates in the modern era that would only be used when there is an ambiguity; for instance I have sometimes cited electronic preprints with initial submission dates in one year and edited versions submitted in another (typically Dec vs January situations). There are also journal submission upload date vs publication date splits. In general a c with various stylizations near a modern date is intended to mean copyright but it is incorrect to use it in a bibliographic citation in most accepted citation conventions citation target s title Citation - Wikipedia index 1 unique_id Ylgcm .
How can someone detect that I used an OCR software instead of typing in MS Word?
Microsoft Word and PowerPoint track how long one has been editing a document. Take a look at Find out How Long Youve Been Working on a Document (or Presentation) s%E2%8%99ve-been-working-on-a-document-or-presentation or do a web search for other descriptions. This feature is present in Word in Office 365 as well as those version mentioned in that article. How this relates to the question How can someone detect that I used an OCR software instead of typing in MS- word? italic is that if you have created a sizeable document which would have taken a while to in and then format the recorded time would be expected to be significantly longer than if you simply OCR something and pasted it in and saved. You can take a look at some of your old saved Word documents and see how much time was accumulated. Compare to how long it takes to paste and reformat a bit something produced by for example Lorem Ipsum - All the facts - Lipsum generator s copied and pasted. You do have to save the document for the time to be recorded and accumulated.