This rep contains some useful deep learning related tools implemented primarily using CNTK C# library. Current contents:
- Helper functions to build/train neural network layers. (https://docs.microsoft.com/en-us/cognitive-toolkit/)
- Layers definitions
- Simple neural network
- cGAN
- Universal Style Transfer(https://arxiv.org/pdf/1705.08086.pdf)
- Reinforcement Learning
- Proximal Policy Optimization(PPO)(https://arxiv.org/pdf/1707.06347.pdf)
- Deep Q-Learning(DQL)(https://arxiv.org/abs/1312.5602)
Currently it only works on Windows. If you need to use GPU for NN, you also need a proper Nvidia graphic card. Installation steps:
- Download the repo(Unity project)
- Download the zip that includes necessary dlls https://drive.google.com/open?id=1VWEiXJw3PSdeXfBrimPevdCWdbUyHd_0
- Put the dlls in correct places: (Adapted from https://github.com/aiunderstand/unity-cntk/blob/master/README.md.)
- Put those files/folders into any Plugins folder under /DeepLearningToolsForUnity/Assets.
- Cntk.Core.Managed-2.4.dll
- MathNet.Numerics.dll
- MathNet.Numerics.MKL.dll
- System.Drawing.dll
- Accord folder
- Copy the other dlls(not folders), and put them DIRECTLY under /DeepLearningToolsForUnity folder, or another place where Windows can find those dlls.
- Done.
Note that the file Assets/UnityCNTK/Tools/UniversalStyleTransfer/Data/UST_combined.bytes uses Git LFS, be sure you download it correctly (It should be larger than 100MB)
Go to Wiki to see detailed documentaion.