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Anomaly Detectors Last Updated: Monday, 2017-10-30 10:31 Anomaly detectors can be applied to a variety of domains like fraud detection, security, quality control, medicine, etc. BigML anomaly detectors are built using an unsupervised anomaly detection technique.

Therefore, you do not need to explicitly label each instance in your dataset as "normal" or "abnormal". When you create a new anomaly detector, it automatically returns an anomaly score for the top n most anomalous instances. The newly created anomaly detector can also be used to later create anomaly scores for new data points or batch anomaly scores for all the instances of a dataset. You can also list all of your anomaly detectors.

This can be used to change the names of the fields in the anomaly detector with respect to the original names in the dataset or to tell BigML that certain fields should be preferred. Must be a number greater than or equal to 2 and less than or equal to 1000 (or 16 in development mode).

All the fields in the dataset Specifies the fields to be considered to create the anomaly detector. The range of successive instances to build the anomaly detector. Example: "MySample" tags optional Array of Strings A list of strings that help classify and index your anomaly detector. The minimum number is 1 and the maximum is 1024. Example: 256 You can also use curl to customize a new anomaly detector. Read the Section on Sampling Your Dataset to learn how to sample your dataset. Once an anomaly detector has been successfully created it will have the following properties.

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Creating an anomaly detector is a process that can take just a few seconds or a few days depending on the size of the dataset used as input and on the workload of BigML's systems.

The anomaly detector goes through a number of states until its fully completed. Through the status field in the anomaly detector you can determine when the anomaly detector has been fully processed and ready to be used to create predictions. Thus when retrieving an anomaly, it's possible to specify that only a subset of fields be retrieved, by using any combination of the following parameters in the query string (unrecognized parameters are ignored): Fields Filter Parameters Parameter TypeDescription fields optional Comma-separated list A comma-separated list of field IDs to retrieve.

To update an anomaly detector, you need to PUT an object containing the fields that you want to update to the anomaly detector' s base URL. Once you delete an anomaly detector, it is permanently deleted.

If you try to delete an anomaly detector a second time, or an anomaly detector that does not exist, you will receive a "404 not found" response. However, if you try to delete an anomaly detector that is being used at the moment, then BigML. To list all the anomaly detectors, you can use the anomaly base URL. By default, only the 20 most recent anomaly detectors will be returned.

You can get your list of anomaly detectors directly in your browser using your own username and API key with the following links. You can also paginate, filter, and order your anomaly detectors. Associations Last Updated: Monday, 2017-10-30 10:31 Association Discovery is a method to find out relations among values in high-dimensional datasets. It is commonly used for market basket analysis. For example, finding customer shopping patterns across large transactional datasets like customers who buy hamburgers and ketchup also consume bread, can help businesses to make better decisions on promotions and product placements.The GPA doesn't tell you whether the student was in difficult courses or easy ones, or whether they were courses in their major field or in other disciplines.

Even given these limitations, descriptive statistics provide a powerful summary that may enable comparisons across people or other units. The distribution is a summary of the frequency of individual values or ranges of values for a variable.

The simplest distribution would list every value of a variable and the number of persons who had each value. For instance, a typical way to describe the distribution of college students is by year in college, listing the number or percent of students at each of the four years.

Or, we describe gender by listing the number or percent of males and females. In these cases, the variable has few enough values that we can list each one and summarize how many sample cases had the value. But what do we do for a variable like income or GPA.

With these variables there can be a large number of possible values, with relatively few people having each one. In this case, we group the raw scores into categories according to ranges of values.

For instance, we might look at GPA according to the letter grade ranges. Or, we might group income into four or five ranges of income values. One of the most common ways to describe a single variable is with a frequency distribution. Depending on the particular variable, all of the data values may be represented, or you may group the values into categories first (e.

Rather, the value are grouped into ranges and the frequencies determined. Frequency distributions can be depicted in two ways, as a table or as a graph. Table 1 shows an age frequency distribution with five categories of age ranges defined. The same frequency distribution can be depicted in a graph as shown in Figure 1. This type of graph is often referred to as a histogram or bar chart. Frequency distribution bar chart.

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Distributions may also be displayed using percentages. For example, you could use percentages to describe the:Central Tendency. The central tendency of a distribution is an estimate of the "center" of a distribution of values. There are three major types of estimates of central tendency:The Mean or average is probably the most commonly used method of describing central tendency. To compute the mean all you do is add up all the values and divide by the number of values. For example, the mean or average quiz score is determined by summing all the scores and dividing by the number of students taking the exam.

For example, consider the test score values:The Median is the score found at the exact middle of the set of values.Wilder To Luis Ortiz: We Must Fight, You Will Have Your Fight. Express Sport predicts who will be the big winners and losers in Gameweek 16Premier League action is back again this weekend, and there are a couple of huge derby clashes to look forward too.

West Ham host Chelsea in the early kick-off (12. Tottenham will be looking to get back to winning ways against Stoke while Crystal Palace and Swansea both have vital home fixtures against Bournemouth and West Brom in the 3pm fixtures.

Leicester will be confident of getting a result away at Newcastle this evening (5. Arsenal travel to Southampton (12pm), Liverpool host Everton in the Merseyside derby (2.

Take a look through the gallery above to see how we think each Premier League team will get on during the latest round of matches. See today's front and back pages, download the newspaper, order back issues and use the historic Daily Express newspaper archive. Home of the Daily and Sunday Express. There are a lot of different storylines at play on Sunday, when the 10-2 Eagles visit the 9-3 Rams at the Los Angeles Memorial Coliseum in what will likely be the biggest game of Week 14. Not only will the game feature a matchup of two of the top teams in the NFC, it will also be the first head-to-head matchup between Rams quarterback (and former No.

Then there's the whole Eagles-practicing-in-LA angle, as well as the comparisons between the two upstart teams' young coaches, Doug Pederson and Sean McVay.

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But perhaps the most interesting angle is something I came across earlier on Friday while rounding up the experts' picks from around the country. It came from NFL. The Eagles will try to make this a grind it out rushing attack game, as the Rams' biggest weakness is defending the run.

The Eagles have a significant advantage on the ground, while I don't see a big difference in these two teams through the air. I admittedly do not feel great about this game. It seems like a good opportunity for a bounce back, but you think back over the last month or so and there have been a fair amount of slow starts against good and bad completion alike.

Playing with fire on a weekly basis will eventually come back and burn you. But given their performance so far this season, I think Pederson, Wentz and the gang deserve some benefit of the doubt to prove they can bounce back. And besides, this could end up being a borderline home game for the Eagles. The network broadcasting the game is hiring Rams fans to show up for pre-game, for crying out loud. It wasn't easy to pick the Eagles in this one, especially since I picked them a week ago and was wrong.

But before the team embarked on this current two-game swing out west, I was fairly confident that they would return to Philly on Monday with a 1-1 record in those two games.

It just turns out that I picked the wrong game.All you have to do is send your post to Instagram and paste your caption. AMAZING EDITING TOOLSAll the basics are in Preview: contrast, saturation, exposure, etc. UNLIMITED GRID SPACE (for free)Add as many photos and videos you want in your Preview gallery. You can plan your feed days, weeks, even months in advance. MANAGE UNLIMITED ACCOUNTSCreate multiple galleries to manage your accounts or just to test different themes.

LOAD YOUR RECENT POSTSWant to make your Preview feed flow with your current theme. Simply login to Instagram. What are you still doing here. Download Preview and start to plan your feed. I am happy to have such app because I can see my photos before I post. I really want to get a Filter Pack!.

Crowdfire: Your Smart Marketer Crowdfire Inc. Join us as we pick out the coolest products. With everything from comics and art books to statues and toys, the PREVIEWS catalog is full of everything a gamer needs.

With SPY SEAL on hiatus, critically acclaimed cartoonist Rich Tommaso will launch DRY COUNTY, an all-new crime series, this March from Image Comics. If you want to know what items in the Books section were called out in the December issue of the PREVIEWS comic shop catalog, then check out the entire list of titles right here.

He's now the writer for BOOM. This holiday season, get the anime and manga fan in your life exactly what they want. Check out this gift guide with some suggestions on manga sets and beyond. PREVIEWSworld offers this updated checklist to keep track of new printings and variant editions.

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The comics conversation never stops as Berke the Badger and Phil the Hippo take a ride through town. Find out more in the new edition of PREVIEWSworld's Comic Shop Tales. After a very long period of pre-production, James Cameron and Robert Rodriguez are finally bringing the cult classic Battle Angel Alita to live-action.

Watch the trailer now. The Flash sports a new anime-inspired costume and design that captures the essence of the character while giving him a unique style. See photos of this new Justice League Variant Play Arts Kai Action Figure now.

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Yami Yugi Figma Acts As Card Master Dec 08, 2017 Anniversaries Dominate Heritage Animation Dec 07, 2017 ComicLink Seeks More Consignments Dec 07, 2017 googletag. Share your thoughts here. Jamie JacksonLive Sky Sports Premier LeagueThis season G13, Y49, R2, 3. Jamie Jackson Kick-off Sunday 4. It will be very helpful if you could share your feedback via this short survey that should take less than 2 minutes to fill out.

Read the feature highlight summary below, and check out the Visual Studio 2017 version 15. The CPU Usage tool (available during F5 Debugging in the Diagnostic Tools window and in the ALT-F2 Performance Profiler) now displays source line highlighting based on the CPU consumption of specific lines of code. This feature requires that source information be included in the generated PDB which is controlled by the project settings.Every drop makes the ocean.

If you'd like to participate in transforming society, join hands. Read moreSocial Projects WebsiteThe Art of Living has successfully completed many projects advocating self-reliance that have benefited millions of people.

Read more Our Project Areas Transforming Rural IndiaEmpowering comunities to develop sustainable solutions and enabling leadership among rural youth. Read moreEmpowering WomenInstilling confidence amongst women, offering life skill training and community support. Read moreEducationPenetrating rural areas to teach literacy skills to children, many of whom are first generation learners. Read More Knowledge SheetsPractical tips for better living - Short knowledge which will be your guide to better living, transforming the most challenging of situations to one of peace with ease.

Read MoreWisdom QuotesShort quotes to brighten your day - Sometimes all it takes are a few words to change your life. Journey through these sutras and find your calling. Read MoreSubscribe To WisdomSubscribe to wisdom from Sri Sri. Subscribe Health and Wellness OjasvitaHealth drink for sharp mind and fit body. Know moreGheeEnjoy the taste of wholesome ghee made from cow's milk.

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Without analytics, your Instagram marketing efforts can be a little hit-and-miss. How do you know if your Instagram marketing strategy is going well. How do you track your Instagram performance and improve your content.

With Instagram analytics, you can obtain a ton of valuable data and information to understand how your brand is performing on Instagram and how you can improve your results. In this guide, we will be covering several topics under Instagram analytics.

To make it more digestible, this guide is divided into four chapters. Feel free to skip to the chapter that interests you the most. Chapter 1: 28 Instagram metrics and insights to measure and improve your performanceChapter 2: Instagram insights and 10 other free Instagram analytics toolsChapter 3: How we track our Instagram performance at BufferChapter 4: How to act on your Instagram insightsJump to any section of this post Instagram provides a wide range of metrics and insights for you to measure your performance, understand your audience, and improve the results of your Instagram marketing.

Instagram Insights) or other Instagram analytics tools. Most metrics available can be considered as level-one metrics data in its most basic form (e. We will go through level-two metrics calculated metrics (e. Follower count: The number of people following your Instagram account. Impressions: The total number of times all of your posts have been seen. Reach: The number of unique accounts that saw any of your posts.How South Carolina can win: Take advantage of one of the worst offenses in FBS (Florida), and get the Gators off the field early and often.

Win time of possession, and wait for Florida to miss tackles and assignments. Get a lead early so Florida never gets into the game emotionally. South Carolina holds an advantage at head coach and quarterback, and should use it. Even worse, what was a top-25 defense for so many years has collapsed.

Only Vanderbilt, Missouri, Arkansas and Ole Miss are worse in the SEC on that side of the ball. In the first game without former coach Jim McElwain, Florida got blitzed by 29 at Missouri. UAB is up next. Have the Gators quit on this season.

Or do they care enough to put forth a better effort in another SEC road game. At 3-5, with the game against Northern Colorado canceled, Florida likely needs to win this game to have a chance at bowl eligibility (barring a sad NCAA waiver request at 5-6). Shannon is in an unenviable position. Zaire must regret transferring from Notre Dame to Gainesville before this season. Gamecocks games have gone under betting totals of 48, 45 and 45.

South Carolina also has covered or pushed in 5 consecutive games. Will Muschamp has that unit playing very well. South Carolina just played an emotional game in Athens, a 24-10 loss to No. Wofford is on deck. But Muschamp is 0-1 against Florida since the Gators fired him, and should be motivated to get some revenge against a wounded program.

Winning this game also would put the Gamecocks in line to reach 8 wins next week against Wofford. Muschamp is a brilliant defensive game-planner. Despite inferior personnel, South Carolina held Georgia to its second-lowest scoring output of the season. Only Notre Dame fared better, and that was in South Bend, Ind. One has to believe that Muschamp will be able to put the clamps to an all-time bad Florida offense. This line opened at -7.Every week I'll update you on the latest from ProBlogger and you'll get first access to new resources, offers and events.

PS We'll also send you a free month of blog post ideas as a bonus. Some sites, including List 25, publish n. Did you know that you could save 100 animals per year just by adopting a vegan diet. Getting started is easy. It will guide you through the transition to a healthier, happier, and longer-lasting life.

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It has everything from recipes and tips on eating out to health information. All fields in bold are mandatory. By submitting this form, you are agreeing to our collection, storage, use, and disclosure of your personal info in accordance with our privacy policy as well as to receiving e-mails from us.

Data Rates May Apply. Almost all of us grew up eating meat, wearing leather, and going to circuses and zoos. We never considered the impact of these actions on the animals involved. For whatever reason, you are now asking the question: Why should animals have rights. MoreProgramsPETA Primepeta2PETA KidsTeachKindSupport PETABecome a MemberMake a Monthly GiftMake a Memorial GiftPlanned GivingVanguard SocietyMembership ServicesGift MembershipsMore WaysReport Cruelty to Animals PETA People for the Ethical Treatment of Animals Animals are not oursto eat, wear, experiment on, use for entertainment, or abuse in any other way.

Chemical Engineering Research and DesignVolume 83, Issue 1, January 2005, Pages 88-92Effect of Packing Geometrical Details: Influence of Free Tips on Volumetric Mass Transfer Coefficients of Intalox SaddlesAuthor links open overlay panelT.

The data are compared with those for the original Norton Intalox metal saddles, which differ from the new ones in the number of free tips (spikes) created by cutting the middle strips in the packing elements. The free tips increase the number of jumping droplets in the packing and thus may improve the mass transfer efficiency. The results provide information on how packing geometrical details can influence transport properties in absorption or distillation packed columns. Chemical Engineering Research and DesignVolume 83, Issue 1, January 2005, Pages 88-92Author links open overlay panelT.

I hope all of you are doing great. If you have been following my blog for a while and keeping a lookout at the comments then you might know a bit about me. I recently wrote a review paper regarding the use of Machine Learning in Remote Sensing. I thought that some of you might find it interesting and insightful.

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It is not strictly a Python focused research paper but is interesting nonetheless. I am back with a new article. This time I will tackle a problem which seems easy enough at first but will surprize some of you.

In just a short span of 2 years I can not thank Allah enough for the level of success the book has achieved. I was recently contacted by folks from AppDynamics (a part of CISCO).

They shared an infographic with me which listed 13 Python libraries. These libraries were categorized in sections. I loved going through that infographic.

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I hope you guys will enjoy it too. I will be starting my bachelors at Colgate University in Hamilton, US from this month. I have been pretty busy lately with making all of the required arrangements.


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