Search Results for author: Muhammad Turab

Found 4 papers, 1 papers with code

Data Dimension Reduction makes ML Algorithms efficient

no code implementations17 Nov 2022 Wisal Khan, Muhammad Turab, Waqas Ahmad, Syed Hasnat Ahmad, Kelash Kumar, Bin Luo

Similarly, in AE based DDR, we compare unsupervised learning algorithm accuracy and time before and after AE representation learning.

Dimensionality Reduction Representation Learning

Advanced Audio Aid for Blind People

no code implementations17 Nov 2022 Savera Sarwar, Muhammad Turab, Danish Channa, Aisha Chandio, M. Uzair Sohu, Vikram Kumar

One of the most important senses in human life is vision, without it life is totally filled with darkness.

object-detection Object Detection

Investigating Multi-Feature Selection and Ensembling for Audio Classification

no code implementations15 Jun 2022 Muhammad Turab, Teerath Kumar, Malika Bendechache, Takfarinas Saber

To investigate this role, we conduct an extensive evaluation of the performance of several cutting-edge DL models (i. e., Convolutional Neural Network, EfficientNet, MobileNet, Supper Vector Machine and Multi-Perceptron) with various state-of-the-art audio features (i. e., Mel Spectrogram, Mel Frequency Cepstral Coefficients, and Zero Crossing Rate) either independently or as a combination (i. e., through ensembling) on three different datasets (i. e., Free Spoken Digits Dataset, Audio Urdu Digits Dataset, and Audio Gujarati Digits Dataset).

Audio Classification feature selection

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