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MagmaDNN: a simple deep learning framework in c++

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MagmaDNN needs a framework for tuning both kernels and hyperparameters. Add a new folder `include/tune` and `src/tune` which will hold tuning functions and results.

feature-request
performance

**Is your feature request related to a problem? Please describe.** Currently models only last the life cycle of the program. **Describe the solution you'd like** Neural Network model load/save functionality....

feature-request

**Describe the solution you'd like** A streamlined DataLoader subclass which allows for easy hdf5 batch loading. Would allow for easier hdf5 integration on hpc workloads.

feature-request

Add residual layers as used in ResNet50 architectures. - [x] design & implement residual layer - [ ] test residual layer - [ ] implement ResNet50

feature-request