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Is there a rule-of-thumb for how to divide a dataset into training and validation sets?

...ry variance in your estimates. If you have 100,000 instances, it doesn't really matter whether you choose an 80:20 split or a 90:10 split (indeed you may choose to use less training data if your method is particularly computationally intensive). Assuming you have enough data to do proper held-out t...
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What do the makefile symbols $@ and $< mean?

...e name of the target being generated, and $&lt; the first prerequisite (usually a source file). You can find a list of all these special variables in the GNU Make manual. For example, consider the following declaration: all: library.cpp main.cpp In this case: $@ evaluates to all $&lt; evaluates to...
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How can I force gradle to redownload dependencies?

... Generally, you can refresh dependencies in your cache with the command line option --refresh-dependencies. You can also delete the cached files under ~/.gradle/caches. With the next build Gradle would attempt to download them agai...
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How can I use optional parameters in a T-SQL stored procedure?

...dure to do a search through a table. I have many different search fields, all of which are optional. Is there a way to create a stored procedure that will handle this? Let's say I have a table with four fields: ID, FirstName, LastName and Title. I could do something like this: ...
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Using sphinx with Markdown instead of RST

...on to choose the parser.) The beauty of this would be instant support for all docutils output formats (but you might not care about that, as similar markdown tools already exist for most). Ways to approach that without developing a parser from scratch: You could cheat and write a "parser" that us...
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What is the difference between children and childNodes in JavaScript?

...erty of an Element. 1 Only Elements have .children, and these children are all of type Element. 2 However, .childNodes is a property of Node. .childNodes can contain any node. 3 A concrete example would be: let el = document.createElement("div"); el.textContent = "foo"; el.childNodes.length === ...
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How to remove a file from version control without deleting it?

...ory. In the event you wish to remove files from the repo, BUT keep them locally on your machine then you'd use the flag above. – Greg Hilston Feb 22 '16 at 13:31 6 ...
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Regular expression matching a multiline block of text

...)((?:(?:\n|\r\n?).+)+)", re.MULTILINE) BTW, you don't want to use the DOTALL modifier here; you're relying on the fact that the dot matches everything except newlines. share | improve this answer ...
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Search of table names

...me like '%xxx%' and is_ms_shipped = 0; -- &lt;&lt; comment out if you really want to see them share | improve this answer | follow | ...
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Java: Detect duplicates in ArrayList?

...ole collection into a Set (using the Set(Collection) constructor or Set.addAll), then see if the Set has the same size as the ArrayList. List&lt;Integer&gt; list = ...; Set&lt;Integer&gt; set = new HashSet&lt;Integer&gt;(list); if(set.size() &lt; list.size()){ /* There are duplicates */ } Up...