One could say that the more dependent a variable is, the harder the problem.Īs neural networks tend to be complex and demanding on the computational side there emerged some libraries in Python which allow to setup and train such networks, where the 2 biggest frameworks are TensorFlow by Google and PyTorch by Facebook.įor this seminar we will focus on TensorFlow. The California Housing dataset can somehow tackled with linear regression, but problems like MNIST need much more context of each variable, which we call a dependent variable in statistics. a more basic but still interesting dataset is the Californa Housing dataset. The hello world of more advanced machine learning problems is the MNIST dataset, where e.g. Those artifical neural networks were invented in the middle of the 20th century but due to the massive amount of data and computation needed for them to work they were put on the shelf until the beginnig of 21st century when such companies as Google collected much data and the GPU development increased rapidly thanks to the gaming industry. This documents sikps the math part of neural networks in order to demonstrate those quickly. javaosc a library for talking the Open Sound Control (OSC) protocol in Java.After we took a look at the different algorithms in the introduction to machine learning chapter we want to take a look at some special kind of machine learning algorithms which are called neural networks.SuperColliderAU: AudioUnits wrapper for scsynth.vst2osc: sending osc messages from any VST-compatible application.OctaveSC a class to interface with the free powerful math package GNU Octave (GNU clone of MATLAB).OpenObject a quark for easily controlling synths with external applications (like Max, Pure Data, Processing, or openFrameworks) using OSC.faust a functional language for real-time audio processing, which can compile DSP expressions to C++ SuperCollider plugin code (as well as to other formats).SCUM is an OpenSoundControl (OSC) GUI server based on FLTK.SCVamp improvisation with multiple SuperCollider synths and patterns through a graphical user interface.SwingOSC is an OpenSoundControl (OSC) server intended for scripting Java.supercollider-tmbundle Rob Watson's TextMate bundle.Overtone is a Clojure based musical generation and manipulation system for live-coding and more.Scala provides type safety, and at the same time offers compactness that makes UGen graph creation look very close to their sclang equivalents.smlsc3 is a Standard ML supercollider client.Rick Taube's algorithmic library for LISP.It replicates the main classes of SC-lang, e.g., Bus, Group, Buffer, Bus, etc. P5_SC is a Processing client for SC Synth.JCollider duplicates some of SCLang's client side representation classes to simplify the building of Java based clients (project is beta state):.As much as Mühlethaler and Schuppisser with their Sonificator do this with java:.OSC is already implemented, but the SC3 interface needs to be ported from Q to Pure.Albert Graef lets his Q functional programming language for multimedia applications talk specially to SC3 through OSC:.Installation of PySCLang (sclang for python): here is a quick installation tutorial by Johnathan Saggau.SC 0.2, python client for SuperCollider.SCIMP, an SC Server library for Impromptu (Scheme) Impromptu Libraries.Alex McLean's article "Hacking Perl in Nightclubs". A squeak OSC-Client by Marcus Gälli, which works with SC: OSC-Client.hsc3 is a haskell supercollider client.rsc3 is an r6rs scheme supercollider client.
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