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AMagar95's Projects

automl-tensorflow icon automl-tensorflow

A short and simple 3 layers Neural Network Tensorflow code to automatic machine learning

awesome-automl icon awesome-automl

Curating a list of AutoML-related research, tools, projects and other resources

bmc icon bmc

Notes on Scientific Computing for Biomechanics and Motor Control

brian_xor icon brian_xor

Solution to XOR problem using spiking neural networks. Currtently working on a liquid state machine and training with ReSuMe rule.

catordogmachinelearningimageclassifierproject icon catordogmachinelearningimageclassifierproject

Created and analyzed a machine learning project for determining if an image is a picture of a dog or of a cat. 1,170 images from the Kaggle data set were used for feature selection performed by a pre-trained Convolutional Neural Network to create a Cosine K-Nearest Neighbor classifier and a Cubic Support Vector Machine classifier. 25,000 images were then used for a second feature selection to create another Cubic Support Vector Machine since it was the better performing classifier. The entire machine learning workflow was performed including partitioning the data, feature selection, classifier selection, training, cross-validation and testing. The MATLAB Classification Learner App was used to help create the classifiers. This project was performed by two partners and myself for my Introduction to Artificial Intelligence elective course (CAP4630).

cnn2snn-1 icon cnn2snn-1

Will be putting my experiments on converting CNNs to Spiking Neural networks or SNNs

cnns-on-chb-mit icon cnns-on-chb-mit

The project is about applying CNNs to EEG data from CHB-MIT to predict seizure

dac2018-tgiif icon dac2018-tgiif

The 1st place winner's source codes for DAC 2018 System Design Contest, FPGA Track

darts-pt icon darts-pt

[ICLR2021 Outstanding Paper] Rethinking Architecture Selection in Differentiable NAS

deepecg icon deepecg

A library for classifying single-lead ECG waveforms as either Normal Sinus Rhythm, Atrial Fibrillation, or Other Rhythm.

ecg-analysis-mit-bih icon ecg-analysis-mit-bih

I test different approaches to analysing electrocardiograms and test them on the MIT-BIH Arrhythmia Database.

ecg-atrial-fibrillation-classification-using-cnn icon ecg-atrial-fibrillation-classification-using-cnn

This is a CNN based model which aims to automatically classify the ECG signals of a normal patient vs. a patient with AF and has been trained to achieve up to 93.33% validation accuracy. The dataset details are given at the How to use section.

ecg-classification icon ecg-classification

Code for training and test machine learning classifiers on MIT-BIH Arrhyhtmia database

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