Summer of Code - Getting Started: Difference between revisions

m (maint: use internal wiki link syntax)
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 ===