|
|
Line 242: |
Line 242: |
| == Adding functionality to Forge packages == | | == Adding functionality to Forge packages == |
|
| |
|
| === Neural Networks package: Convolutional Neural Networks ===
| |
| Convolutional Neural Networks (CNNs) have recently become the state-of-the-art for image recognition and are widely used for solving classification and regression problems and for [https://github.com/tensorflow/tensorflow/blob/master/tensorflow/examples/tutorials/deepdream/deepdream.ipynb image generation]. The goal of the project is to implement a [https://it.mathworks.com/help/nnet/convolutional-neural-networks.html Matlab compatible] CNN toolbox using Google's library [https://www.tensorflow.org/ TensorFlow], which has a Python and C++ interface. As execution environment for the training function, the user will be able to choose between single/multiple CPUs and GPUs.
| |
| * '''Required skills'''
| |
| : C, C++, Python, m-file scripting, familiarity with Machine Learning algorithms, basic knowledge of Makefiles, experience with parallel computing and distributed systems.
| |
| * '''Difficulty'''
| |
| : Difficult.
| |
| * '''Mentors'''
| |
| : [[User:Francesco Faccio|Francesco Faccio]], Ankit
| |
|
| |
|
| === EPA hydrology software suite === | | === EPA hydrology software suite === |