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

License

The MIT License (MIT)

Copyright (c) 2015 Carlo Meroni

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.