self.gamma =0.95# discount rateself.epsilon =1.0# exploration rateself.epsilon_min =0.01self.epsilon_decay =0.995self.learning_rate =0.005self.model = self._build_model()def_build_model(self):# Neural Net for Deep-Q learning Modelmodel = tf.keras.models.Sequential() model.add(tf.keras.lay...
《Using Keras and Deep Q-Network to Play FlappyBird》by Ben Lau http://t.cn/RtvOFRV GitHub:http://t.cn/RtvOFRc
本文搬运自如下连接:Deep Q-Learning with Keras and Gym · Keon's Blog什么是强化学习?强化学习是机器学习的一种类型,通过创建Agent并与环境互动来学习。
Implements Deep Q-network (DQN) in Keras following the architecture proposed in the 2013 paper by V. Mnih et al., "Playing Atari with Deep Reinforcement Learning": arXiv:1312.5602. See:http://www.davidqiu.com:8888/research/nature14236.pdf ...
之前学完了深度学习的基础知识,也有在看一些论文,但由于时间限制没有做多少实践和总结,这次就总结一下《Deep learning with Python》这本书的一些笔记,主要是part 1。毕竟下手编程和学习数学理论是很不同的。这本书可以很容易在网上找到PDF文件,建议理论知识学得差不多的同学拿着本书快速刷一遍,而且这本书所有代码...
QKeras github.com/google/qkeras Introduction QKeras is a quantization extension to Keras that provides drop-in replacement for some of the Keras layers, especially the ones that creates parameters and activation layers, and perform arithmetic operations, so that we can quickly create a deep quantiz...
This paper opened the era of what is called ‘deep reinforcement learning’,a mix of deep learing and reinforcement learning. Then, 通过实践了解这个牛牛的网络:Deep Q Learning with Keras and Gym 外加一个有良心的国内博客:用Tensorflow基于Deep Q Learning DQN 玩Flappy Bird(课外阅读) ...
Natural Language Processing (NLP) is one of the most captivating applications of Deep Learning. In this survey, we consider how the Data Augmentation training strategy can aid in its development. We begin with the major motifs of Data Augmentation summarized into strengthening local decision boundarie...
The method is implemented using TensorFlow 1.0.1, TFLearn 0.3.2, and Keras 2.2.1, and applied for image classification. A small network with 3 residual shrinkage blocks is constructed in the code. More blocks and more training iterations can be used for a higher performance. ...
kubeflow7.3kMachine Learning Toolkit for Kubernetes php-ml7.3kPHP-ML - Machine Learning library for PHP horovod7.2kDistributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet. pattern7.1kWeb mining module for Python, with tools for scraping, natural language processing, machine lea...