Open Source Framework Links and Getting Started Tutorials

Matlab

1.  ConvNet  convolutional neural network is a class of deep learning classification algorithms, which can autonomously learn useful features from raw data by adjusting weight values.

2.  DeepLearnToolBox is a Matlab/Octave toolbox for deep learning, which includes deep belief network (DBN), stacked autoencoder (stacked AE), convolutional neural network (CNN) and other algorithms.

3.  cuda-convet is a set of convolutional neural network (CNN) code, which is also suitable for feed-forward neural networks and uses C++/CUDA for operations. It can model multilayer neural networks of arbitrary depth. As long as it is a directed acyclic graph network structure, it can be used. The training process adopts the back propagation algorithm (BP algorithm).

4.  MatConvNet is a convolutional neural network (CNN) Matlab toolbox for computer vision applications. It is simple and efficient, capable of running and learning state-of-the-art machine learning algorithms.

CPP

1.  eblearn is an open source machine learning C++ package library developed by the New York University Machine Learning Lab led by Yann LeCun. It implements convolutional neural networks with energy-based models and provides a visual interface (GUI), examples, and demonstration tutorials.

2.  SINGA is a project supported by the Apache Software Foundation, and its design goal is to provide a general distributed model training algorithm on existing systems.

3. NVIDIA  DIGITS is a new system for developing, training, and visualizing deep neural networks. It brings the power of deep learning into a browser interface, allowing data scientists and researchers to visualize neural network behavior in real-time and quickly design deep neural networks that best fit the data.

4.  The Intel® Deep Learning Framework provides a unified platform for the Intel® platform to accelerate deep convolutional neural networks.




精选入门教程 
https://github.com/tensorflow/models 
https://github.com/aymericdamien/TensorFlow-Examples 
https://github.com/donnemartin/data-science-ipython-notebooks 
https://github.com/jtoy/awesome-tensorflow 
https://github.com/jikexueyuanwiki/tensorflow-zh 
https://github.com/nlintz/TensorFlow-Tutorials 
https://github.com/pkmital/tensorflow_tutorials 
https://github.com/deepmind/learning-to-learn 
https://github.com/BinRoot/TensorFlow-Book 
https://github.com/jostmey/NakedTensor 
https://github.com/alrojo/tensorflow-tutorial 
https://github.com/CreatCodeBuild/TensorFlow-and-DeepLearning-Tutorial 
https://github.com/sjchoi86/Tensorflow-101 
https://github.com/chiphuyen/tf-stanford-tutorials 
https://github.com/google/prettytensor 
https://github.com/ahangchen/GDLnotes 
https://github.com/Hvass-Labs/TensorFlow-Tutorials 
https://github.com/NickShahML/tensorflow_with_latest_papers 
https://github.com/nfmcclure/tensorflow_cookbook 
https://github.com/ppwwyyxx/tensorpack 
https://github.com/rasbt/deep-learning-book 
https://github.com/pkmital/CADL 
https://github.com/tensorflow/skflow
自然语言处理 
文本分类
序列建模
中文分词
基于文本的图像合成
RNN语言建模
神经图灵机
小黄鸡
语音领域 
语音合成
计算机视觉 
风格转换
运用GAN图像生成
图像到图像的翻译
图像超分辨
人脸识别
目标检测
运动识别
图像复原
生成模型
TensorFlow实时debug工具 
https://github.com/ericjang/tdb
TensorFlow基于R的应用 
https://github.com/rstudio/tensorflow

Guess you like

Origin http://43.154.161.224:23101/article/api/json?id=324649669&siteId=291194637