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Achmad Yuneda Alfajr's Projects

custom-svm icon custom-svm

Custom implementation of Support Vector Machines using Python and NumPy

distracted-driver-detection icon distracted-driver-detection

With this project, we aim to take a preliminary step in this direction by focusing on distracted driver detection via sample images of drivers. We will work around building a high-accuracy model capable of classifying whether a driver is driving safely or is distracted doing some other activity. We would be working simultaneously throughout the pr

identification_voice_accent icon identification_voice_accent

Voice identification is based on accents with feature extraction MFCC, Chroma, Spectral, ZCR and RMS-Energy, classified with svm multiclas. Feature extraction totaling 25 features are used in pattern recognition. The dataset used is Indonesian regional voice data, namely Dayak and Banjar variants. The identification results succeeded in detecting s

multiclass_svm icon multiclass_svm

I wanted to understand how SVMs work, so I thaught I'd try coding one just with numpy and maybe a bit of pandas.

svm-w-smo icon svm-w-smo

Simple implementation of a Support Vector Machine using the Sequential Minimal Optimization (SMO) algorithm for training.

svmjs icon svmjs

Support Vector Machine in Javascript (SMO algorithm, supports arbitrary kernels) + GUI demo

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