/artificial_intelligence

My C++ deep learning framework & other machine learning algorithms

Primary LanguageC++

Artificial intelligence library

My C++ deep learning framework (with GPU support) & other machine learning algorithms implementations

DeepLearning Operations

  1. Convolution
  2. Dropout
  3. Softmax
  4. Recurrent
  5. Linear
  6. Sigmoid, Tanh, Relu, Selu activations
  7. Layer normalization
  8. Addition
  9. Concatenation
  10. Maxpooling
  11. Averagepooling
  12. ResidualBlock
  13. Autoencoder
  14. L1 e L2 regularizations
  15. Gradient clipping

Neural network optimizers

  1. Stochastic gradient descent with minibatch and momentum
  2. Direct Feedback Alignment

Deep Reinforcement Learning agents

  1. Deep Qlearning Agents

Deep Reinforcement Learning environments

  1. Kbandits
  2. TicTacToe

Optimization algorithms

  1. Genetic algorithms (with multicore features for high performance)
  2. Particle Swarm Optimization

Other machine learning algorithms

  1. linear regression
  2. logistic regression
  3. genetic programming

Data Mining

  1. K-means clustering

Visualization

  1. Bitmap class for loading, saving and processing multiple image formats
  2. Visualizaiton namespace for fast data visualization