![]() ![]() Manual feature engineering disadvantages – not genericPOS TagsBrown clustersNegationManually created lexicons ….How to solve classification problems and getting semantic representations of Natural Language using DL?Revise.Elaborate more on pain of feature engineeing Hundreds of thousands of features in real life.Loosely inspired by what (little) we know about the biological brain.Information ExtractionPersonalization….Very hard problem for computersScience of deriving meaning from Natural LanguageStill, not enough good systems in production.Information ExtractionPersonalization…. Machine Translation, Chat, Classification Problems (or problems can be reduced to it) Text Classification covers a lot of NLP “I THINK YOU SHOULD BE MORE EXPLICIT HERE IN STEP TWO” These and other NLP applications are going to be at the forefront of the coming transformation to an AI-powered future. Finds the most important part(s) of sentence NLP Almost from Scratch: Collobert et al 2011 These techniques achieve state-of-the-art results for the. Features are detected regardless of position in In the past decade (after 2010), neural networks and deep learning have been rocking the world of NLP. This turns out to be a very hard problem How do we go beyond words (sentences and Trained in a completely unsupervised way Synonyms: Adept, expert, good, practiced, Very hard to find higher level features Such hand-crafted features are time-consuming and often incomplete. In contrast, traditional machine learning based NLP systems liaise heavily on hand-crafted features. Deep learning enables multi-level automatic feature representation learning. Problems with applying deep-learning to the success of word embeddings 2, 3 and deep learning methods 4. Higher layers form higher levels of abstractions. Deep Neural Networks: Identify the features ![]() Functions which transform input (raw) data into a State-of-the-art results on various textįlipkart! You need to improve your delivery Speech Recognition: 25% error reduction Statistical Machine Learning (since late Deep Learning for Natural Language Processing ![]()
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Complete your living room with B&M’s range of fantastic range of affordable coffee tables. ![]() ![]() ![]() ![]() The section on theft of trade secrets begins with the preamble conspires with one or more other persons to commit any offense described in any paragraphs (1) through (3), and one or more of such persons do any act to effect the object of the conspiracy shall be liable for the recited penalties.".attempts to commit any offense described in any of paragraphs (1) through (3) or.receives, buys, or possesses a trade secret, knowing the same to have been stolen or appropriated, obtained, or converted without authorization.without authorization copies, duplicates, sketches, draws, photographs, downloads, uploads, alters, destroys, photocopies, replicates, transmits, delivers, sends, mails, communicates, or conveys a trade secret.steals or without authorization appropriates, takes, carries away, or conceals, or by fraud, artifice, or deception obtains a trade secret."Whoever, intending or knowing that the offense will benefit any foreign government, foreign instrumentality, or foreign agent, knowingly Under economic espionage, the statute states that, The statute contains two principal categories of crime, with the specific prohibited acts being identical. The act defines owner as "the person or entity in whom or in which rightful legal or equitable title to, or license in, the trade secret is reposed." The act defines a trade secret as all forms and types of financial, business, scientific, technical, economic, or engineering information, including patterns, plans, compilations, program devices, formulas, designs, prototypes, methods, techniques, processes, procedures, programs, or codes, whether tangible or intangible and whether or how stored, compiled, or memorialized physically, electronically, graphically, photographically, or in writing if the owner has taken reasonable measures to keep such information secret, and the information derives independent economic value (actual or potential) from not being generally known to, and not being readily ascertainable through proper means by, the public. If the crime is committed for the benefit of any foreign government, instrumentality, or agent, the penalties increase to fines of $500,000 (up to $10 million for an organization), imprisonment up to 15 years, or both. While federal authorities had previously made efforts to prosecute those who stole trade secrets by employing interstate auto theft, mail fraud, or wire fraud allegations, such actions were not ideally suited to accomplishing the main objective of punishing those who engaged in the theft of trade secrets.Ĭonviction of the theft of trade secrets under the Economic Espionage Act can result in a fine of up to $250,000 for an individual (up to $5 million for corporations), imprisonment up to ten years, or both. Uniform Trade Secrets Act, were not uniform. Prior to this law, both civil and criminal actions for such trade-secret misconduct were governed by state laws that, despite the existence of the U.S. ![]() Economic Espionage Act of 1996, which became effective on January 1, 1997, makes theft or misappropriation of trade secrets a federal crime. For example, a trade secret may be a formula for a chemical compound, an apparatus for manufacturing a product, a manufacturing process, computer software, or valuable business information (e.g., marketing information or, under certain circumstances, a list of customers). In general, a trade secret may consist of commercial or technical information that is used in a business and offers an advantage over competitors who do not know or use such information. The Theft of Trade Secrets is a Federal Crime Arnold B. JOM is a publication of The Minerals, Metals & Materials Society The following article appears in the journal JOM, The Theft of Trade Secrets is a Federal Crime ![]() ![]() The MR Images classification is not easy task because of the variation and complexity of brain tumors. It gives important information used in the process of scanning the internal structure of the human body in detail. one of the common methods used to detect tumor in the brain is Magnetic Resonance Imaging (MRI). Our evaluation of performance results on test dataset reveal that accuracy of proposed approach is more than 67% which significantly demonstrate the effectiveness of the proposed approach. We conduct study of training dataset by downloading considerable videos & related discriminatory features using YouTube API. ![]() We frame the problem of YouTube cyberbullying detection as a search problem. In this research work, we employ a Naïve Bayes Classifier to identify cyberbullying and misdemeanor videos, users on YouTube by mining video metadata. Due to anonymity of content uploaded and low publication barriers, YouTube is misused by some users as a platform to post videos promoting cyberbullying, harassment and online abuse. Among several video sharing websites (with social networking features), YouTube is the most popular & widely used website. As a result, various malignant users are getting attracted towards these social networks. In addition, video sharing websites are helping users to establish new connections between people and promote their views, ideas etc. This evolution on internet is now allowing users to share their information and collaborate with each other easily. With the growth of the Web 2.0, online communication and video sharing websites has started emerging. Experimentally, the results revealed that incorporation of multifaceted analysis is superior to classical BoW representation, in terms of feature reduction (31% reduction percentage) and accuracy results (F-Measure was increased up to 89%). The optimal feature combination for each of the different emotions was determined using a combination of Machine Learning (ML) and rule-based methods. So, a system for automatic Emotion Detection (ED) and mood recognitions was built to provide further sentiment insight and classification power. Finally, we can leverage from standard social media features such as emoticons and smileys. Moreover, specific feature extraction components are integrated to account for the linguistic characteristics of Arabic. AWN semantically is exploited to extract generic and semantic relations for the lexical units over all the dataset. ICA is used to handle Arabic morphological pluralism. The proposed work overcomes this limitation by incorporating different feature sets and performing cascaded analysis that fundamentally contains lexical analysis, morphological analysis, and semantic analysis. ![]() The highly agglutinative nature of Arabic diminishes the effectiveness of conventional Bag of Words (BoW) which considered insufficient to form a representative vector for large scale social media content as it ignores possible relations between terms. This paper explores a method that analyzes Arabic text lexically, morphologically and semantically. " The proposed system attemptsto solve this problem through three classifiers:Level Based Feature Content(LBFC) classifier, Naive Bayesian(NB) classifier, and IterativeDichotomiser 3(ID3) classifier.This system works offline, after collecting the messages online, saving them and then inputting them into the proposed system.In the LBFC classifier, the content feature is divided into four levels to detect suspicious classes.The second classifier presents an NB classifier and the the third is ID3 classifier is capable of identifying Viber messages as suspicious or non-suspicious, predicated on the content of these messages.From the experimental work, good results are achieved from the first classifer t features (Accuracy=0.882143%) and second testing using term frequency (TF)-based NB classifier (Accuracy=0.942857%), while results are achieved using TF-based ID3 (Accuracy= 0.957143%). This work proposes the use of a detection model in which social media messages are classified as predefined classes labeled " suspicious " and " not suspicious. ![]() The rapid advancements in mobile phone systems and programs that provide free instant messaging (IM), short message service (SMS), and the accommodation of conveying millions of messages with virtually no delay and zero cost through Wi-Fi or 3G(third generation) has led to the increasing popularity of IM and SMS.The requisite for these advancements is an automatic classification system for expeditious relegation of the received messages to detect the suspicious message. ![]() ![]() ![]() ![]() But how does it get to your radio-controlled clock? The official time standard is sent to WWVB, NIST’s shortwave radio station in Fort Collins, Colorado. The NIST uses this measure of cesium’s resonance frequency as the official second for the U.S. Scientists calibrate the microwave frequency to maximize the number of atoms affected. As it drifts back downward, another laser is pointed at the atoms and detects how many were altered by the microwaves. Next, a pair of vertical lasers push the clumped ball of cesium atoms about a meter upward in the cavity, which is filled with microwave radiation. Inside the device, six powerful lasers are aimed at a gas containing cesium atoms, slowing down their movement and cooling them down to temperatures just millionths of a degree above absolute zero. NIST-F1 is known as a cesium fountain atomic clock because it uses a fountain-like array of lasers to manipulate cesium atoms and detect this frequency as accurately as possible. In 1967, the International Bureau of Weights and Measures officially defined a single second as the time it takes a single cesium atom to transition between energy levels a given number of times-that is, cesium’s natural resonance frequency. This degree of accuracy is achieved by a complex technological setup. The accuracy of NIST-F1 is continuously improving, and as of 2010, scientists calculated that its uncertainty had been reduced to the point that it will neither gain or lose a second over the course of 100 million years. The sophisticated apparatus-known as NIST-F1-is the latest in a line of high-tech atomic clocks and was officially adopted as the U.S.’s time standard in 1999. ![]() Housed at the NIST’s Physical Measurement Laboratory, this is the official atomic clock, and it keeps time for the entire country. This clock’s low-tech appearance conceals an elaborate system for keeping it precisely in tune with what the National Institute of Standards and Technology deems official time: a clock calibrated by the movement of a clump of cesium atoms in Boulder, Colorado. Available widely for as little as $10 or $15, these radio-controlled clocks are increasingly popular, as they adjust automatically to time shifts and will work virtually anywhere in the continental United States. This got us thinking about the clocks that set themselves. Use the built-in auxiliary input to listen to music from an external audio source.Īn integrated USB charging port allows your smart phone or device to recharge without using an additional outlet.As Daylight Saving s Time approaches, you’ll be seeing many reminders to shift your clocks an hour forward just before going to sleep on Saturday night. Wake up to your favourite radio stations or wake up tone. Connectivity & PlaybackĮnjoy listening to your favourite radio station or music through Bluetooth. The clock can be set with the surrounding bezel, while clock set, snooze and sleep timer are set with just a push of a button. One knob for your power source, one knob for volume, one 5:1 ratio tuning dial to help you bring in even the weakest stations. Simple hands-on controls to deliver exactly what you want. A heavy-magnet long-throw driver is mated to a frequency contouring circuit that automatically adjusts output over half-octave increments, resulting in musically accurate tonal balance and bass response. This single top-firing mono speaker delivers the true art form of analog audio. The clock was designed for easy setup and use, which is lightly illuminated, so you can see it at night. The Model Three BT brings all the style and sound of the analog driven Model One® perfectly into the bedroom with the addition of a classic analog clock. ![]() ![]() Once upon a time, there were two strains of cattle that would eventually become the Highland breed we know today. These are some clever cattle! 5 They’re a combination of two strains In keeping with their hardiness and tolerance for cold weather, the Highlands use their horns as a tool in winter to help scrape away snow to find grass underneath. Both the bulls and cows have horns, although there tends to be a distinction in how the horns grow, with bulls possessing fairly straight and level horns and cows producing horns with more of an upright curve. If you find the “longhorn” look appealing, Highlands may be just the cattle for you. While not as long as, say, a Texas Longhorn’s eight-foot span, the Highland nevertheless sports impressive horns that may reach up to three or four feet from tip to tip. One of the Highland’s most distinctive characteristics is its impressive set of horns. They really do look as though they’ve just stepped out of the Arctic! 4 Those cool horns The double coat also helps to give the Highland its distinctive “wavy” appearance. In fact, the coat performs so well that it may be the reason why Highland cattle don’t require a large fat supply, meaning that there will be more useable meat (with excellent marbling qualities) per pound of body weight. This double coat is capable of keeping the cattle warm even in intense weather conditions. It’s a double coat, with a softer and finer layer underneath a longer, tougher top layer. Part of the key to the Highland’s hardiness is its impressive wooly coat. But besides their natural hardiness, Highland cattle offers a related attribute which is just as beneficial: they’re a long-lived breed, staying productive late into life. (Because of their coats, however, they may not be as well suited to warmer climates.) Highland cattle are browsers, and thus capable of supplementing a traditional pasture and forage diet with other edible plants-they’ve even be used to help clear property of dense brush. The breed originates from the mountainous, cold, windy, and wet region of Scotland known as the Highlands, and centuries of life in those challenging conditions have resulted in the breed we know today: a cattle breed that is very hardy and not only survives in harsh weather conditions, but actually thrives. They’re not called Highlands for nothing. ![]() Clearly, a breed that has existed for that long must have a lot of positive attributes working for it. But the origins of the breed far predate the publication of a formal herd book there is archeological evidence of the Highland cattle breed dating back as far as the 6th century-some 1500 years ago. ![]() What cattle breed do you suppose has the longest history as a registered animal? Yep, it’s the Highland, which has been recorded in the Highland Cattle Herd Book since 1884 (or 1885, depending on sources). Need some more reasons to consider them? We’ve rounded up 7 things we love about this beloved cattle breed, so let’s explore. Tipping the scales at 1800 pounds for bulls and 1110 for cows, this medium-sized cattle breed is versatile enough to find a use on just about any farm. They’re wooly, they’re hardy, and they have horns! Plus, they possess a quiet, easy-going temperament and make fantastic ornamental (as well as productive) livestock. It’s easy to see why people like Highland cattle. First, let’s announce some good news for Highland cattle! The Livestock Conservancy, an organization devoted to protecting endangered livestock breeds from extinction, released its 2019 Conservation Priority List in May, and with this list came the exciting announcement that Highland cattle have officially “graduated” off of the Conservation Priority List.Īccording to The Livestock Conservancy, the global population of Highland cattle now exceeds 25,000 and promotion efforts continue. ![]() ![]() ![]() The issue is they are spending more than they should on marketing and sales. There will be no safe havens in general.ĭDOG, SPLK etc are not profitable because they are NOT giving away the products for free. For example, Amazon was barely profitable for much of the last decade. You can make lots of money on stocks that barely make any profits. With respect to investing - thats a personal preference. It is better use of engineers time to solve more pressing problems than reinvent some technology that will save you few $. I have spoke to many companies, once a system works, they rarely want to change. Everything can be replaced, but the question is the cost/benefit analysis. Once companies put their architecture in place, they rarely want to change. As an engineer, you know how busy you are and how little time you have. With all respect to your views, there are couple of things here i would like to comment. Obviously insightful comments are always a learning experience for everyone involved. We expect Splunk to announce a new CEO in the next few months, providing the catalyst for the Thank you again for taking time to comment. We expect a majority of the customers will continue to remain with Splunk and expand its use within their enterprise stack. We also believe many customers like Splunk's cloud strategy and want to buy these products as needed. Many customers use the APIs to build applications on top of the Splunk platform, and these applications are mission-critical in the enterprise. The market reaction to preliminary results and news of the departure of the CEO is overkill in our view.Ĭustomer like the products, and many customers we talk to note that they have standardized on the Splunk platform. ![]() And Splunk also announced the fourth consecutive quarter of solid results. The company rolled out new pricing models that make it competitive with other players in the market. Much of the hard work in transitioning the company to cloud and cloud-first strategy is now complete. There is a lot to like in Splunk's story - large markets, first-mover advantage, large install base, and a story that is improving each quarter. The following charts illustrate Splunk's valuation relative to its peer group. We believe Splunk's discounted valuation is not warranted, and we expect Splunk's valuation multiple to expand as the company continues to execute on its go-to-market strategy. On a growth adjusted, Splunk is trading at 0.34x versus the peer group at 0.66x. Splunk is expected to grow 22% in C2023, in line with the peer group average. Splunk is trading at 7.4x EV/C2023 sales versus the peer group average of 15.4x. The following chart illustrates consensus estimates. The company previously guided operating margin in the range of -15% to -20%. The operating margin was -14% and was also ahead of estimates. Cloud ARR grew to $1.1 billion and was up 75% Y/Y, and total ARR was $2.8 billion and was up 37% Y/Y. Total revenue is expected to be around $660 million, up 19% Y/Y, versus a consensus of $646 million. Splunk pre-announced strong F3Q22 results. With the arrival of Silver Lake investment earlier this year, we expected the CEO change, which was more or less a foregone conclusion. ![]() The stock sank to a 52-week low of around $110 and almost 50% off its highs of $220. Since then, Splunk stock has been in the doldrums. In our view, Splunk's CEO began losing credibility with investors after the company missed estimates badly last year, just two weeks after the company had a very BULLISH analyst day. Splunk also lost its CFO, CTO, Head of Sales in quick succession, and the company had to build back its management team. Splunk's former CEO, Doug Merritt, dealt with product and business model transitions, leading to some execution challenges. Therefore, we continue to remain bullish on Splunk and are buying shares here. We are also confident in the new management team Splunk assembled, with Shawn Bice running the products and Teresa Carlson running the sales. We are highly confident in Splunk's position within the industry, the strength of its products, and the roadmaps. Splunk's multiple is already pricing in a lot of bad news, making the risk-reward favorable to investors. We believe the stock sell-off following the announcement is a great time to buy shares. Graham Smith, Chairman of Splunk's Board of Directors and former CFO of Salesforce ( CRM ), is appointed interim CEO. In conjunction, the company also announced that CEO Doug Merritt has stepped down. This morning Splunk ( NASDAQ: SPLK) pre-announced positive F3Q22 results. Sundry Photography/iStock Editorial via Getty Images ![]() ![]() Drag the center of the slider all the way to the other side (of the unallocated space), making sure none of the byte sizes change (obviously we want the location to change). It's unintuitive, but it represents where your partition lives in memory. In the block labeled Size And Location, there will be a slider.Right click on the partition currently next to the unallocated space, blocking the way.We want the C: partition to be immediately next to the unallocated space. This step involves moving partitions around.Run the program as administrator (recommended here). ![]() It's a standalone application that doesn't require any booting from a CD. Install the free third-party tool MiniTool Partition Wizard, which seems to have good support and is kept up to date.
![]() Don't forget to replace mysql with mysqli. My php file to read and insert the values into a table: Īdd to all names Days and work at php with this like an array.Īfter it, you can INSERT values at different columns at db, or use implode and save values into one column.ĭidn't tested it, but you can try like this. To insert data into a table, you follow the steps below: Connect to the MySQL database by creating a new instance of the PDO object. This tutorial will cover how to create a basic PHP script for inserting data, and an HTML form to take user input from a webpage and pass it to the PHP script. ![]() This example will take three parameters from the user and will insert them into the MySQL table. What is the best way to INSERT a large dataset into a MySQL database (or any database in general) Ask Question Asked 11 years, 9 months ago Modified 6 years, 5 months ago Viewed 38k times 9 As part of a PHP project, I have to insert a row into a MySQL database. This function takes three parameters and returns TRUE on success or FALSE on failure. Kindly point out how I can insert multiple checkbox values and not merely one. A PHP script is a convenient way to accept information submitted from a website's HTML form and insert it into a MySQL/MariaDB database. PHP MySQL Insert Records Example - PHP uses mysqliquery function to insert records in table. INSERT INTO statement is used to insert new rows in a database table. ![]() The closes I have come is inserting the value of merely one checkbox value into a table. Prerequisites : MySQL introduction, Creating MySQL database. I cant seem to find or figure out a working solution to insert multiple checkbox values from a form into a table. It can be done with following ways With the help of dummy table In this case, we insert the value from dummy table along with some conditions. ![]() ![]() ![]() Download the Windows Update Assistant from here.You will need an active internet connection before the update assistant completes the process.įollow the steps below to upgrade your Operating System. If the update assistant does not download the ISO file for you, it automatically updates your Operating System to the latest version. If you are already using Windows on your system, the easiest way to upgrade to the latest version of Windows 10 is to use the Update Assistant. Download Windows 10 using Update Assistant You can find the download links for Windows 10 Enterprise in the following sections. You will need to download the enterprise edition. Windows 10 also comes with other SKUs, including Windows 10 Enterprise. Windows 10 Pro N for Workstations | ProfessionalWorkstationN.Windows 10 Pro for Workstations | ProfessionalWorkstation.Windows 10 Pro Education N | ProfessionalEducationN.Windows 10 Pro Education | ProfessionalEducation.Windows 10 Home Single Language | CoreSingleLanguage.The downloaded ISO will contain the following Windows 10 editions: How to Create a Bootable Windows 10 USB Drive.Should I select a 32-bit or 64-bit ISO image to download?.Download Windows 10 directly from Microsoft.Download Windows 10 using Media Creation Tool.Download Windows 10 using Update Assistant.You can also download Windows 10 ISO using Setup Assistant, Media Creation Tool, or even directly from Microsoft. Learn how to open magnet links using your browser. Download Windows 10 ISO Versionĭownload ISO Download Torrent (magnet link) You can also download Windows 11 ISO files. Follow this guide to upgrade to Windows 10 for free. Most apps compatible with Windows 8 are also compatible with Windows 10. If you are using an earlier version of Windows, you should probably upgrade to Windows 10 without worrying about performance or compatibility issues. Overall, the user experience of Windows 10 is much better than Windows 8 and even Windows 7 (provided you have enough hardware resources available). Although it provides basic protection, it’s much better than having nothing at all. Windows 10 comes with a preinstalled antivirus and a firewall called Microsoft Defender. It has better multitasking capabilities and file management features, allowing users to work simultaneously on different apps without noticeable performance lag. The boot time is much shorter, and the start menu is faster (and not annoyingly full screen). Windows 10 is much better than Windows 8 in terms of speed, security and feature set. Overall, Windows 8 had a negative impact on user experience, as it seemed half baked compared to Windows 7. Microsoft released Windows 10 in 2016, a few years after the release of Windows 8 and Windows 8.1. ![]() This guide will show you how to upgrade or clean install Windows 10 step by step. This article will help you download Windows 10 ISO, create a bootable USB or DVD and install it on your computer. The ISO file is a disk image that contains all the files required to install Windows 10. If you want to install Windows 10, you’ll need to download the ISO file. Windows 10 ISO images are available for download. Once the ISO file is downloaded, you can use it to create a bootable USB drive or DVD to install Windows 10 on a new computer. To create a bootable USB drive, you can use Rufus or Media Creation Tool.The ISO size may vary from 3.5 GB to 5.5 GB. The file size will vary depending on the version of Windows 10 you are downloading. The ISO file is a large file, so it may take some time to download.To download Windows 10 ISO, go to the download table and click on download ISO or download torrent. ![]() |
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