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Code (only for the convolutional neural network) and dataset for mine and Mindy Yang's final project for Stanford's CS 229: Machine Learning class. Our paper can be found here. The convolutional neural network results on the poster are dated since we continued working after the end of the quarter and were able to achieve around 75% test accuracy (with 70/13/17 train/val/test split) after changing the weight initialization to the Kaiming method. The pictures were taken by placing the object on a white posterboard and using sunlight and/or room lighting. The pictures have been resized down to 512 x 384, which can be changed in data/constants.py (resizing them involves going through step 1 in usage). The devices used were Apple iPhone 7 Plus, Apple iPhone 5S, and Apple iPhone SE.

deep-learning torch trash dataset image-classification convolutional-neural-networks garbagePublic domain .NET matrix maths library, including a generic matrix base class (supporting matricies with elements of any object type) and a DoubleMatrix class supporting a range of mathematical operations using Double elements.

math matrix garbage generics geometryThe Dambach Linear Algebra Framework is a general purpose Linear Algebra framework for .Net. The main goal is to enable ordinary programmers (who do not have a math degree) to make use of linear algebra methods in solving everyday problems.

algebra garbage linear linear-algebra linear-systems math matricesSharp3D.Math contains fundemental classes to dealing with numerics on the .NET platform. It contains various mathematical structures such as vectors, matrices, complex numbers and contains methods for numerical integration, random numbers generation and other object-oriented n...

3d garbage mathThe Xen Framework is a set of libraries that provides and extends XNA 4.0 functionality to make game development easier and faster while producing clean, maintainable code. Xen frees you up to spend more time building your game.

framework game-development garbage library performance primitivesðŸŒ® Trash Annotations in Context Dataset Toolkit

deep-learning trash dataset object-detection garbage mask-rcnn litterGenerate random garbage json data.Generate a random type of object with at most count nested types.

garbage dummy random dataRun one or more commands in one or more dirs.

cli garbage gitmemoize-bind performs the same job as Function.prototype.bind(), however it memoizes the result for future reference. This ensures that calling memoize-bind repeatedly with the same arguments will always return the same bound function, which can be particularly useful within React.js render methods (see below).

bind function memoize weak weakmap garbageMemoize functions cache the return value of a function, so that it can be used again without having to recalculate the value. They do this by maintaining a cache of arguments that the function has previously been called with, in order to return results that correspond to an earlier set of arguments.

memoize weak weakmap garbageThis is the ??? programming language. Have you ever been writing a play, essay, or other work of literature and thought to yourself, "Man, wouldn't it be great if I could embed a program in this using punctuation?" Well now you can. ??? is a trivial Brainfuck substitution, meaning that a trivial replacement of operators will result in an equivalent BF program. Unsurprisingly, this means that ??? works the same way as BF: It operates on an array of memory cells (also called the tape), each initially set to 0, and has a pointer initially pointing to the first memory cell. It also means that it's a Turing complete language.

programming-language esolang turing-tarpit garbage actually-terrible
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