第二步:为TF新手准备的各个类型的案例、模型和数据集
初步了解:TFLearn TensorFlow
接下来的示例来自TFLearn,这是一个为 TensorFlow 提供了简化的接口的库。里面有很多示例和预构建的运算和层。
使用教程:TFLearn 快速入门。通过一个具体的机器学习任务学习 TFLearn 基础。开发和训练一个深度神经网络分类器。
TFLearn地址:https://github.com/tflearn/tflearn 示例:https://github.com/tflearn/tflearn/tree/master/examples 预构建的运算和层:http://tflearn.org/doc_index/#api
笔记:https://github.com/tflearn/tflearn/blob/master/tutorials/intro/quickstart.md
基础模型以及数据集
https://github.com/tflearn/tflearn/blob/master/examples/basics/linear_regression.py
https://github.com/tflearn/tflearn/blob/master/examples/basics/logical.py
https://github.com/tflearn/tflearn/blob/master/examples/basics/weights_persistence.py
https://github.com/tflearn/tflearn/blob/master/examples/basics/finetuning.py
https://github.com/tflearn/tflearn/blob/master/examples/basics/use_hdf5.py
https://github.com/tflearn/tflearn/blob/master/examples/basics/use_dask.py
计算机视觉模型及数据集
https://github.com/tflearn/tflearn/blob/master/examples/images/dnn.py
https://github.com/tflearn/tflearn/blob/master/examples/images/convnet_mnist.py
https://github.com/tflearn/tflearn/blob/master/examples/images/convnet_cifar10.py
https://github.com/tflearn/tflearn/blob/master/examples/images/network_in_network.py
https://github.com/tflearn/tflearn/blob/master/examples/images/alexnet.py
https://github.com/tflearn/tflearn/blob/master/examples/images/vgg_network.py
https://github.com/tflearn/tflearn/blob/master/examples/images/vgg_network_finetuning.py
https://github.com/tflearn/tflearn/blob/master/examples/images/rnn_pixels.py
https://github.com/tflearn/tflearn/blob/master/examples/images/highway_dnn.py
https://github.com/tflearn/tflearn/blob/master/examples/images/convnet_highway_mnist.py
https://github.com/tflearn/tflearn/blob/master/examples/images/residual_network_mnist.py
https://github.com/tflearn/tflearn/blob/master/examples/images/residual_network_cifar10.py
https://github.com/tflearn/tflearn/blob/master/examples/images/googlenet.py
https://github.com/tflearn/tflearn/blob/master/examples/images/autoencoder.py
自然语言处理模型及数据集
https://github.com/tflearn/tflearn/blob/master/examples/nlp/lstm.py
https://github.com/tflearn/tflearn/blob/master/examples/nlp/bidirectional_lstm.py
https://github.com/tflearn/tflearn/blob/master/examples/nlp/dynamic_lstm.py
https://github.com/tflearn/tflearn/blob/master/examples/nlp/lstm_generator_cityname.py
https://github.com/tflearn/tflearn/blob/master/examples/nlp/lstm_generator_shakespeare.py
https://github.com/tflearn/tflearn/blob/master/examples/nlp/seq2seq_example.py
https://github.com/tflearn/tflearn/blob/master/examples/nlp/cnn_sentence_classification.py
强化学习案例
https://github.com/tflearn/tflearn/blob/master/examples/reinforcement_learning/atari_1step_qlearning.py