shallow-neural-network

There are 0 repository under shallow-neural-network topic.

SSQ / Coursera-Ng-Neural-Networks-and-Deep-Learning
Build logistic regression, neural network models for classification
logistic-regression shallow-neural-network deep-neural-network python
51
PL97 / TTL
[BMVC'23 Oral] Offical repository of "Rethinking Transfer Learning for Medical Image Classification"
medical-imaging image-classification computer-vision transfer-learning deep-learning shallow-neural-network deep-neural-network
Language:Python 10
sukiboo / sgn
Source code for the numerical experiments presented in the paper "Greedy Shallow Networks: An Approach for Constructing and Training Neural Networks".
greedy-algorithms shallow-neural-network supervised-learning
Language:Python 10
Abdulk084 / HybridTox2D
In recent times, toxicological classification of chemical compounds is considered to be a grand challenge for pharma-ceutical and environment regulators. Advancement in machine learning techniques enabled efficient toxicity predic-tion pipelines. Random forests (RF), support vector machines (SVM) and deep neural networks (DNN) are often ap-plied to model the toxic effects of chemical compounds. However, complexity-accuracy tradeoff still needs to be ac-counted in order to improve the efficiency and commercial deployment of these methods. In this study, we implement a hybrid framework consists of a shallow neural network and a decision classifier for toxicity prediction of chemicals that interrupt nuclear receptor (NR) and stress response (SR) signaling pathways. A model based on proposed hybrid framework is trained on Tox21 data using 2D chemical descriptors that are less multifarious in nature and easy to calcu-late. Our method achieved the highest accuracy of 0.847 AUC (area under the curve) using a shallow neural network with only one hidden layer consisted of 10 neurons. Furthermore, our hybrid model enabled us to elucidate the inter-pretation of most important descriptors responsible for NR and SR toxicity.
deep-neural-networks jupyter-notebook 2d-chemical-descriptors shallow-neural-network
Language:Jupyter Notebook 9
francescosisini / ReLe
Libreria didattica per la creazione, addestramento e test di reti neurali fino a tre strati in linguaggio C
reteneurale neuralnetworks clanguage c shallow-neural-network perceptron-neural-networks library libreria
Language:C 7
Subangkar / Neural-Networks-and-Deep-Learning-deeplearning.ai-Coursera-Assignments
Notebooks of programming assignments of Neural Networks and Deep Learning course of deeplearning.ai on coursera in August-2019
deeplearning-ai deep-learning neural-networks deep-neural-networks logistic-regression shallow-neural-network andrew-ng-course machine-learning-algorithms machine-learning-coursera coursera-machine-learning coursera-assignment
Language:Jupyter Notebook 2
Baha2rM98 / Chest-Xray
Human Data Analytics (Optional Project)
classification deep-convolutional-networks deep-learning densenet resnet-50 shallow-neural-network
Language:Jupyter Notebook 1
Jaysontian / scenic-v2
study of scene classification with different MLP layer types
image-classification shallow-neural-network
Language:Python 1
Kalyani011 / DeepLearning-Logistic_Regression
Logistic Regression Implementations - ML, Shallow NN and Enhanced Deep Neural Network for Structured and Unstructured Data Classification
backpropagation-momentum deep-neural-network image-net logistic-regression machine-learning-classification shallow-neural-network stochastic-gradient-descent
Language:Jupyter Notebook 1
lexust1 / deep_learning_dl_coursera
Deep learning Specialization on Coursera
logistic-regression shallow-neural-network neural-network coursera deeplearning-ai convolutional-neural-networks deep-neural-networks recurrent-neural-networks sequence-models
Language:Jupyter Notebook 1
simonefinelli / Mushrooms
Predicting if a mushroom is edible or poisonous with a shallow neural network with Keras and TensorFlow 2.
nn neural-network neural-networks sgd keras-tensorflow tensorflow2 shallow-neural-network classification mushroom mushrooms binary-classification
Language:Jupyter Notebook 1
Xage0424 / Comparative-Analysis-of-Activation-Functions-in-Shallow-Neural-Networks-for-Multi-Class-Image
Comparative Analysis of Activation Functions in Shallow Neural Networks for Multi-Class Image Classification Using MNIST Digits and CIFAR-10 Datasets with Fixed Architectural Parameters
deep-learning experimental image-classification machine-learning python shallow-neural-network activation-function colab-notebook
Language:Jupyter Notebook 1
HoloScreen-onco
Anivader / HoloScreen-onco
High-throughput detection and enumeration of tumor cells in blood using Digital Holographic Microscopy (DHM) and Deep Learning.
3d-imaging automation cancer-research computational-imaging convolutional-neural-networks deep-learning digital-holographic-microscopy end-to-end fluorescence-microscopy-imaging high-throughput-screening image-analysis image-classification matlab microfluidics shallow-neural-network transfer-learning
Language:MATLAB 0
calmendares1 / rsdn
A Python-based Machine Learning repository for the purpose of developing and testing a type of Shallow Deep Networks.
machine-learning neural-network deep-learning shallow-neural-network deep-neural-networks
0
kostadin-georgiev97 / deep-neural-network-from-scratch
Implementation of DNN with Early Stopping from scratch in Python. Evaluation was done on two simple datasets (Blobs and Moons) and on one more challenging dataset (Fashion-MNIST).
deep-neural-network fashion-mnist-dataset logistic-regression python shallow-neural-network stochastic-gradient-descent
Language:Jupyter Notebook 0
MylieMudaliyar / Credit-Card-Fraud-Detection
Credit Fraud Detection of a highly imbalanced dataset of 280k transactions. Multiple ML algorithms(LogisticReg, ShallowNeuralNetwork, RandomForest, SVM, GradientBoosting) are compared for prediction purposes.
data-science gradient-boosting-classifier imbalanced-data logistic-regression machine-learning-algorithms random-forest-classifier shallow-neural-network support-vector-classifier under-sampling
Language:Jupyter Notebook 0
the-oathbreaker / MNIST-dataset-tests
computer-vision shallow-neural-network
Language:Jupyter Notebook 0
victoriaporter58 / Machine-learning-techniques-for-recognising-handwritten-digits
This project encompasses a range of neural and non-neural model implementations to classifiy MNIST digits. The goal is to compare the performance of each technique including details of hyper-parameters, training ans testing errors, training and testing duration and additional parameters used in the analysis.
machine-learning-algorithms neural-networks data-science mnist-handwriting-recognition convolutional-neural-network recurrent-neural-network deep-neural-networks shallow-neural-network knn-classification support-vector-machine multinomial-logistic-regression random-forest
Language:Jupyter Notebook 0
7990satyam200 / Deep-Learning---DeepLearning.ai
Implementation of Deep Neural Networks
deep-learning deep-neural-networks shallow-neural-network tensorflow
Language:Jupyter Notebook
electricalgorithm / NCLAHE-ShallowCNN-COVID19
A shallow CNN model that is trained on X-ray chest images with preprocessing step of adaptive histogram equalization.
adaptive-histogram-equalization cnn-classification covid-19 image-processing shallow-neural-network
Language:Python
jagtapuday / Planar-data-classification-with-one-hidden-layer
shallow-neural-network
Language:Jupyter Notebook
Krokette29 / Planar-Data-Classifier-Using-One-Hidden-Layer
This is a classifier for classifying the planar data with one hidden layer.
shallow-neural-network jupyter-notebook python3 classifier
Language:Jupyter Notebook
kvignesh1420 / shallow_nc1
Exploring "variability collapse" in shallow neural networks
kernel-methods neural-collapse shallow-neural-network adaptive-kernels
Language:Python
Naosekpam / Multi-lingual-Indian-text-detector-for-mobile-devices
Scene text detection on Indian scene text data using shallow version of YOLO v3 and v4
indian-language python shallow-neural-network text-detection yolov3-tiny yolov4-tiny
Language:Jupyter Notebook
OmarAdlii / Car-Price-Prediction
Car Price Prediction is a machine learning project aimed at developing a model that can predict the selling price of used cars based on various features or attributes.
data-science matplotlib pandas seaborn shallow-neural-network
Language:Jupyter Notebook
RoopkumarD / nn_in_c
Learning C and overoptimising
neural-network neural-networks-from-scratch shallow-neural-network
Language:C
sukiboo / nn_approximation_challenge
Challenge of shallow neural network approximation with one-dimensional input.
approximation-theory shallow-neural-network supervised-learning
Language:Python
theroyakash / shallow_neural_network
Design of an one hidden layer neural network using numpy only,
numpy neural-networks shallow-neural-network
Language:Python

shallow-neural-network

SSQ / Coursera-Ng-Neural-Networks-and-Deep-Learning

PL97 / TTL

sukiboo / sgn

Abdulk084 / HybridTox2D

francescosisini / ReLe

Subangkar / Neural-Networks-and-Deep-Learning-deeplearning.ai-Coursera-Assignments

Baha2rM98 / Chest-Xray

Jaysontian / scenic-v2

Kalyani011 / DeepLearning-Logistic_Regression

lexust1 / deep_learning_dl_coursera

simonefinelli / Mushrooms

Xage0424 / Comparative-Analysis-of-Activation-Functions-in-Shallow-Neural-Networks-for-Multi-Class-Image

Anivader / HoloScreen-onco

calmendares1 / rsdn

kostadin-georgiev97 / deep-neural-network-from-scratch

MylieMudaliyar / Credit-Card-Fraud-Detection

the-oathbreaker / MNIST-dataset-tests

victoriaporter58 / Machine-learning-techniques-for-recognising-handwritten-digits

7990satyam200 / Deep-Learning---DeepLearning.ai

electricalgorithm / NCLAHE-ShallowCNN-COVID19

jagtapuday / Planar-data-classification-with-one-hidden-layer

Krokette29 / Planar-Data-Classifier-Using-One-Hidden-Layer

kvignesh1420 / shallow_nc1

Naosekpam / Multi-lingual-Indian-text-detector-for-mobile-devices

OmarAdlii / Car-Price-Prediction

RoopkumarD / nn_in_c

sukiboo / nn_approximation_challenge

theroyakash / shallow_neural_network