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"a/\344\270\200\346\226\207\350\257\273\346\207\202TensorFlow/\344\270\200\346\226\207\350\257\273\346\207\202TensorFlow.md" "b/\344\270\200\346\226\207\350\257\273\346\207\202TensorFlow/\344\270\200\346\226\207\350\257\273\346\207\202TensorFlow.md" index a59055a..e4b959c 100644 --- "a/\344\270\200\346\226\207\350\257\273\346\207\202TensorFlow/\344\270\200\346\226\207\350\257\273\346\207\202TensorFlow.md" +++ "b/\344\270\200\346\226\207\350\257\273\346\207\202TensorFlow/\344\270\200\346\226\207\350\257\273\346\207\202TensorFlow.md" @@ -1,4 +1,4 @@ -# 一文综述TensorFlow——机器学习的工业标准 +# 一文读懂TensorFlow——机器学习的工业标准 ![mindmap](img/TensorFlow.png) ## 人工智能、机器学习和深度学习 @@ -36,29 +36,6 @@ Google第一代分布式机器学习框架DistBelief在内部大规模使用后 * 2017年2月15日,TensorFlow v1.0发布,提高了速度和灵活性,并且承诺提供稳定的Python API。 -## 其他机器学习框架 -### Caffe -Caffe全称为Convolutional Architecture for Fast Feature Embedding,目前由BVLC(Berkeley Vision and Learning Center)进行维护。其创始人是加州大学伯克利的Ph.D.贾杨清,后来曾在Google Brain工作,开发TensorFlow。 - -Caffe优点在于使用配置文件方式定义网络,容易上手。训练速度快,而且有大量训练好的经典模型。组件模块化,方便拓展到新的模型上。 - -Caffe最开始设计是只是针对图像,没有考虑文本、语音或者时间序列的数据,因此对卷积神经网络的支持很好,但是时间序列RNN、LSTM等支持不是很充分。要实现新的神经网络模块(Layer)时,需要用户自己写C++或CUDA代码实现正向和反向算法,对新用户有一定的难度。Caffe没有原生的分布式支持,官方仅支持单机多CPU的训练,不过有些第三方的支持,如雅虎开源的CaffeOnSpark,可借助Spark的分布式框架实现Caffe的大规模分布式训练。 - -### Theano -Theano诞生于2008年,由蒙特利尔大学Lisa Lab开发维护,可以算是机器学习库的始祖之一。其主要优势在于: - -* 集成Numpy,可以直接使用Numpy的ndarray,接口学习成本低。 -* 计算稳定性好,比如可以精确地计算输出值很小的函数。 -* 动态生成C或者CUDA代码,用以编译成高效的机器代码。 - -Theano在学术界很流行,有丰富的文档和教程。但是移植性较差,没有底层C++的结构,模型的部署非常不方便,并且不支持各种移动设备,几乎没有在工业生产环境中的应用。 - -### Torch -Torch的定位是LuaJIT上的高效的科学计算库,其历史非常悠久,但真正发扬光大是在Facebook开源了其深度学习的组件之后。Torch与TensorFlow一样,采用了底层C++加脚本语言调用的方式,不过Torch使用的是Lua,其性能非常优秀,常见的代码通过JIT优化可以到C的性能的80%,但是相对Python并不是那么主流,对多数用户有学习成本。另外,Torch与Theano和TensorFlow采用符号编程模式不同,其采用命令式编程模式,所以实现某些复杂操作以及debug时更方便。 - -### Keras -Keras是一个崇尚极简、高度模块化的神经网络库,使用Python实现,可以运行在TensorFlow或Theano上,旨在让用户进行最快速的原型实验。不同于Theano、TensorFlow等支持通用的数值计算,Keras专注于深度学习,它提供了目前为止最方便的API,用户只需要将高级的模块拼在一起,就可以搭建神经网络,大大降低了编程开销、Keras所有模块都是简洁、易懂、完全可配置、可任意插拔的,基本没有使用限制,神经网络、损失函数、优化器、初始化方法、激活函数和正则化等模块都可以自由组合。使用Keras,只需要几行就可以实现一个MLP,十几行就可以实现一个AlexNet。如果Theano和TensorFlow是深度学习领域的Numpy,那么Keras就是这个领域的scikit-learn。Keras最大的问题就是目前无法直接使用多GPU,所以对大规模的数据处理速度没有其他支持多GPU和分布式的框架快。 - ## TensorFlow架构 ![TF Architecture](img/TF_architecture.png) @@ -419,6 +396,21 @@ print(sess.run(accuracy, feed_dict={x: mnist.test.images, y_: mnist.test.labels} 这个最终结果值应该大约是92%。 +## 其他机器学习框架 +### Caffe +Caffe全称为Convolutional Architecture for Fast Feature Embedding,目前由BVLC(Berkeley Vision and Learning Center)进行维护。其创始人是加州大学伯克利的Ph.D.贾杨清,后来曾在Google Brain工作,开发TensorFlow。 + +Caffe优点在于使用配置文件方式定义网络,容易上手。训练速度快,而且有大量训练好的经典模型。组件模块化,方便拓展到新的模型上。 + +Caffe最开始设计是只是针对图像,没有考虑文本、语音或者时间序列的数据,因此对卷积神经网络的支持很好,但是时间序列RNN、LSTM等支持不是很充分。要实现新的神经网络模块(Layer)时,需要用户自己写C++或CUDA代码实现正向和反向算法,对新用户有一定的难度。Caffe没有原生的分布式支持,官方仅支持单机多CPU的训练,不过有些第三方的支持,如雅虎开源的CaffeOnSpark,可借助Spark的分布式框架实现Caffe的大规模分布式训练。 + +### Torch +Torch的定位是LuaJIT上的高效的科学计算库,其历史非常悠久,但真正发扬光大是在Facebook开源了其深度学习的组件之后。Torch与TensorFlow一样,采用了底层C++加脚本语言调用的方式,不过Torch使用的是Lua,其性能非常优秀,常见的代码通过JIT优化可以到C的性能的80%,但是相对Python并不是那么主流,对多数用户有学习成本。另外,Torch与Theano和TensorFlow采用符号编程模式不同,其采用命令式编程模式,所以实现某些复杂操作以及debug时更方便。 + +### Keras +Keras是一个崇尚极简、高度模块化的神经网络库,使用Python实现,可以运行在TensorFlow或Theano上,旨在让用户进行最快速的原型实验。不同于Theano、TensorFlow等支持通用的数值计算,Keras专注于深度学习,它提供了目前为止最方便的API,用户只需要将高级的模块拼在一起,就可以搭建神经网络,大大降低了编程开销、Keras所有模块都是简洁、易懂、完全可配置、可任意插拔的,基本没有使用限制,神经网络、损失函数、优化器、初始化方法、激活函数和正则化等模块都可以自由组合。使用Keras,只需要几行就可以实现一个MLP,十几行就可以实现一个AlexNet。如果Theano和TensorFlow是深度学习领域的Numpy,那么Keras就是这个领域的scikit-learn。Keras最大的问题就是目前无法直接使用多GPU,所以对大规模的数据处理速度没有其他支持多GPU和分布式的框架快。 + + ## 参考资料 ### 官网 * [TensorFlow Website](https://www.tensorflow.org)(最权威、详细的文档) @@ -429,8 +421,8 @@ print(sess.run(accuracy, feed_dict={x: mnist.test.images, y_: mnist.test.labels} * [Siraj的TF教程](https://www.youtube.com/watch?v=Se9ByBnKb0o&list=PLXO45tsB95cJHXaDKpbwr5fC_CCYylw1f) ### 书 -* [Python Machine Learning](https://www.amazon.com/Python-Machine-Learning-Sebastian-Raschka/dp/1783555130/ref=sr_1_1?ie=UTF8&qid=1491489025&sr=8-1&keywords=python+machine+learning)(常用机器学习算法讲解与实践) -* [TensorFlow实战](https://item.jd.com/12125568.html)(TensorFlow实现多种机器学习算法) +* [Python Machine Learning](https://www.amazon.com/Python-Machine-Learning-Sebastian-Raschka/dp/1783555130/ref=sr_1_1?ie=UTF8&qid=1491489025&sr=8-1&keywords=python+machine+learning)(常用机器学习算法讲解与实践 -- Sebastian Raschka) +* [TensorFlow实战](https://item.jd.com/12125568.html)(TensorFlow实现多种机器学习算法 -- 黄文坚,唐源) ### 文章 * [深入浅出Tensorflow(一):深度学习及TensorFlow简介](http://www.infoq.com/cn/articles/introduction-of-tensorflow-part01)