glmhit / NN_Test

This project contains some neural network code

NN_Test

This project contains some neural network code
Note: Clone this repository to E:/GitCode/

• neural network code(C++)
  • Perceptron
  • BP(Back Propagation)
  • CNN(Convolutional Neural Networks)
  • Linear Regression(gradient descent、least squares)
  • Naive Bayes Classifier(sex classification)
  • Logistic Regression(gradient descent, Batch/Mini Batch)
  • KNN(K-Nearest Neighbor, classification)
  • PCA(Principal Components Analysis)
  • single hidden layer(two categories)
  • K-Means
• mathematical formula's implement with C++
  • Linear Algebra
    • transpose
    • determinant
    • adjoint matrix
    • inverse matrix
    • norm(vector、matrix)
    • eigenvalues/eigenvectors(real symmetric matrix)
    • SVD(Singular Value Decomposition)
    • pseudoinverse
    • trace
  • Probability
    • mean、variance、standard deviation
    • covariance matrix
  • Activation Function
    • logistic sigmoid function
    • softplus function
    • ReLU(rectified linear unit)
    • Leaky ReLUs(leaky rectified linear units)
    • ELUs(Exponential linear units)
    • softmax function
  • common algorithm
    • Brute Force(string match)
• open source library's usage(C++)
  • tiny-cnn GitHub
  • tiny-dnn GitHub
  • libsvm GitHub
  • OpenCV 3.3 GitHub
    • Logistic Regression
    • Support Vector Machines(SVM)
    • KNN(K-Nearest Neighbor)
    • Decision Tree
    • PCA(Principal Components Analysis)
    • k-means
• Python code
  • KNN(K-Nearest Neighbor)
  • Decision Tree
  • PCA(Principal Components Analysis)
  • k-means
• Database convert to Image
  • MNIST
  • CIFAR10/CIFAR100
  • ORL Faces Database

The project support platform: windows7/10 64 bits. It can be directly build with VS2013 in windows7/10 64bits.

Screenshot:

Blog: fengbingchun