nowaits · Nov 20, 2016 · Nov 20, 2016 · Nov 20, 2016 · Nov 24, 2016 · Nov 24, 2016
diff --git a/.gitignore b/.gitignore
@@ -0,0 +1 @@
+.idea
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
diff --git a/LICENCE b/LICENCE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2017
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/README.md b/README.md
@@ -1,137 +1,41 @@
-# 关于 莫烦Python 
-这个 github 是我做 python 机器学习视频教程的支柱. 里面都是视频中提到的代码源码. 主要做的方面是机器学习的, 包括神经网络等等. 
-自己的 research 是在神经网络和强化学习方面, 所以以后也会补上强化学习的教程, 敬请期待. 欢迎大家分享传播, 让我们都能轻松的学习~
-
-[<img src="https://github.com/MorvanZhou/tutorials/blob/master/%E7%89%87%E5%A4%B4.png?raw=true" height="200">](http://morvanzhou.github.io/tutorials/)
-
-
-## 大陆没办法翻墙, 我们还有优酷, 网易云
-[优酷频道主页](http://i.youku.com/pythontutorial)
-
-[网易云课堂](http://study.163.com/u/2635988091)
-
-
-## 有梯子的同学, Youtube 等着你呢
-[Youtube 频道主页](https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg)
-
-
-## 以下内容是频道内的结构咯
-### Python 基础
-对于 python 还很陌生的同学们,没问题, 这里是一个快速入门的通道. 这不一定是最好的通道, 不过是通往机器学习道路上比较好的通道.我筛选了一些没必要的内容, 只留下专门为了机器学习有关的内容.
-
-[Python 基础 教程视频(Youtube)](https://www.youtube.com/playlist?list=PLXO45tsB95cIRP5gCi8AlYwQ1uFO2aQBw)
-
-[Python 基础 教程视频(优酷)](http://list.youku.com/albumlist/show?id=27312381&ascending=1&page=1)
-
----
-
-### [机器学习-简介系列](https://github.com/MorvanZhou/tutorials/blob/master/ML_intro/README.md)
-[<img src='https://github.com/MorvanZhou/tutorials/blob/master/ML_intro/ML%20brief%20intro.png?raw=true' height=200>](https://github.com/MorvanZhou/tutorials/blob/master/ML_intro/README.md)
-
-这是对于机器学习的各种方法的一个简短介绍, 还有学好机器学习很多实用的小技巧.
-
-[机器学习-简介系列 视频教程(Youtuebe)](https://www.youtube.com/playlist?list=PLXO45tsB95cIFm8Y8vMkNNPPXAtYXwKin)
-
-[机器学习-简介系列 视频教程(优酷)](http://list.youku.com/albumlist/show?id=27892935&ascending=1&page=1)
-
-以及<机器学习-简介系列>的[学习目录](https://github.com/MorvanZhou/tutorials/blob/master/ML_intro/README.md)
-
----
-
-### [Tensorflow](https://github.com/MorvanZhou/tutorials/blob/master/tensorflowTUT/Readme.md)
-[<img src="https://github.com/MorvanZhou/tutorials/blob/master/tensorflowTUT/Tensorflow%20course%20cover%20page.jpg?raw=true" height='200'>](https://github.com/MorvanZhou/tutorials/blob/master/tensorflowTUT/Readme.md)
-
-Tensorflow 是神经网络方面的主力军之一. 这一套教程从最基础的方面,一直简单风趣地讲解到最高级的方面. 是入门的Tensorflow 神经网络的首选.
-
-[Tensorflow 神经网络 深度学习 视频教程(Youtube)](https://www.youtube.com/playlist?list=PLXO45tsB95cKI5AIlf5TxxFPzb-0zeVZ8)
-
-[Tensorflow 神经网络 深度学习 视频教程(优酷)](http://www.youku.com/playlist_show/id_27327189.html)
-
-以及 Tensorflow 的[学习目录](https://github.com/MorvanZhou/tutorials/blob/master/tensorflowTUT/Readme.md)
-
----
-
-### [SciKit-Learn (sklearn)](https://github.com/MorvanZhou/tutorials/blob/master/sklearnTUT/README.md)
-[<img src='https://github.com/MorvanZhou/tutorials/blob/master/sklearnTUT/sklearn%20cover%20page.jpg?raw=true' height='200'>](https://github.com/MorvanZhou/tutorials/blob/master/sklearnTUT/README.md)
-
-SciKit-Learn 汇集了各种各样的机器学习方法, 是一个全方面的汇总. 对于不同的项目, 我们可能会用到不同的机器学习方法. 掌握 sklearn 的通用学习形式, 我们就能打遍天下无敌是.
-
-[scikit-learn 机器学习 视频教程(Youtube)](https://www.youtube.com/playlist?list=PLXO45tsB95cI7ZleLM5i3XXhhe9YmVrRO)
-
-[scikit-learn 机器学习 视频教程(优酷)](http://www.youku.com/playlist_show/id_27469882.html)
-
-以及 Sklearn 的[学习目录](https://github.com/MorvanZhou/tutorials/blob/master/sklearnTUT/README.md)
-
----
-
-### [Theano](https://github.com/MorvanZhou/tutorials/blob/master/theanoTUT/README.md)
-[<img src='https://github.com/MorvanZhou/tutorials/blob/master/theanoTUT/theano%20cover%20page.jpg?raw=true' height='200'>](https://github.com/MorvanZhou/tutorials/blob/master/theanoTUT/README.md)
-
-Theano 算得上是 Tensorflow 的前身, 和 Tensorflow 有着类似的结构形式. 目前的 Tensorflow 还不能很好的支持 Windows 系统, 所以如果想在 Windows 系统上玩转神经网络, Theano 是一个很好的替代选择.
-
-[Theano 神经网络 机器学习 视频教程(Youtube)](https://www.youtube.com/playlist?list=PLXO45tsB95cKpDID642AjNkygrSR5X15T)
-
-[Theano 神经网络 机器学习 视频教程(优酷)](http://www.youku.com/playlist_show/id_27743371.html)
-
-以及 Theano 的[学习目录](https://github.com/MorvanZhou/tutorials/blob/master/theanoTUT/README.md)
-
-
----
-
-### [Matplotlib](https://github.com/MorvanZhou/tutorials/blob/master/matplotlibTUT/README.md)
-[<img src='https://github.com/MorvanZhou/tutorials/blob/master/matplotlibTUT/cover%20page.jpg?raw=true' height='200'>](https://github.com/MorvanZhou/tutorials/blob/master/matplotlibTUT/README.md)
-
-有了机器学习的各种方法, 我很还需要很多其他的工具来完善学习过程, 提高自己的学习效率. 其中之一就是把数据,结果都可视化出来. 有了直观的可视化结果, 我们就能更好的掌握知识. Matplotlib 就是 python 的一个可视化神器.
-
-[Matplotlib 图像可视化 视频教程(Youtube)](https://www.youtube.com/playlist?list=PLXO45tsB95cKiBRXYqNNCw8AUo6tYen3l)
-
-[Matplotlib 图像可视化 视频教程(优酷)](http://www.youku.com/playlist_show/id_28097045.html)
-
-以及 Matplotlib 的[学习目录](https://github.com/MorvanZhou/tutorials/blob/master/matplotlibTUT/README.md)
-
----
-
-### [Numpy & Pandas](https://github.com/MorvanZhou/tutorials/blob/master/numpy%26pandas/README.md)
-[<img src='https://github.com/MorvanZhou/tutorials/blob/master/numpy&pandas/cover%20page.jpg?raw=true' height='200'>](https://github.com/MorvanZhou/tutorials/blob/master/numpy%26pandas/README.md)
-
-科学运算是工科生必不可少的一个工具, numpy 和 pandas 就是为了我们在 python 中运用高效的科学运算所开发出来的.
-
-[Numpy & Pandas 数据处理 视频教程(Youtube)](https://www.youtube.com/playlist?list=PLXO45tsB95cKKyC45gatc8wEc3Ue7BlI4)
-
-[Numpy & Pandas 数据处理 视频教程(优酷)](http://www.youku.com/playlist_show/id_27329155.html)
-
-以及 Numpy & Pandas 的[学习目录](https://github.com/MorvanZhou/tutorials/blob/master/numpy%26pandas/README.md)
-
----
-
-### Python Multiprocessing
-这是 python 的基础教程之一, 对于了解如何高效的运用我们的计算机运算能力有很好的帮助.
-
-[Multiprocessing 多进程 视频教程(Youtube)](https://www.youtube.com/playlist?list=PLXO45tsB95cJgYDaJbwhg629-Il5cfkhe)
-
-[Multiprocessing 多进程 视频教程(优酷)](http://www.youku.com/playlist_show/id_27423283.html)
-
----
-
-### Python Threading
-同上, 可是在机器学习的运用中, 有时并没有 multiprocessing 模块好.
-
-[Threading 多线程 视频教学(Youtube)](https://www.youtube.com/playlist?list=PLXO45tsB95cKaHtKLn-jat8SOGndS3MEt)
-
-[Threading 多线程 视频教学(优酷)](http://www.youku.com/playlist_show/id_27399497.html)
-
----
-
-### [Python Tkinter](https://github.com/MorvanZhou/tutorials/blob/master/tkinterTUT/README.md)
-[<img src='https://github.com/MorvanZhou/tutorials/blob/master/tkinterTUT/cover%20page.jpg?raw=true' height='200'>](https://github.com/MorvanZhou/tutorials/blob/master/tkinterTUT/README.md)
-
-Tkinter 是 python 自带的可视化窗口包, 可以用来做 simulation 的可视化, 而且他也是跨平台兼容. 
-
-[Tkinter 跨平台 GUI 视频教学(Youtube)](https://www.youtube.com/playlist?list=PLXO45tsB95cJU56K4EtkG0YNGBZCuDwAH)
-
-[Tkinter 跨平台 GUI 视频教学(优酷)](http://www.youku.com/playlist_show/id_27433146.html)
-
-以及 tkinter 的[学习目录](https://github.com/MorvanZhou/tutorials/blob/master/tkinterTUT/README.md)
-
----
-
+<p align="center">
+    <a href="https://mofanpy.com/tutorials/" target="_blank">
+    <img width="60%" src="%E7%89%87%E5%A4%B4.png" style="max-width:100%;">
+    </a>
+</p>
+
+
+<br>
+
+我是 周沫凡, [莫烦Python](https://mofanpy.com/) 只是谐音, 我喜欢制作,
+分享所学的东西, 所以你能在这里找到很多有用的东西, 少走弯路. 你能在[这里](https://mofanpy.com/about/)找到关于我的所有东西.
+
+## 这个 Python tutorial 的一些内容:
+
+* [Python 基础](https://mofanpy.com/tutorials/python-basic/)
+  * [基础](https://mofanpy.com/tutorials/python-basic/basic/)
+  * [多线程 threading](https://mofanpy.com/tutorials/python-basic/threading/)
+  * [多进程 multiprocessing](https://mofanpy.com/tutorials/python-basic/multiprocessing/)
+  * [简单窗口 tkinter](https://mofanpy.com/tutorials/python-basic/tkinter/)
+* [机器学习](https://mofanpy.com/tutorials/machine-learning/)
+  * [有趣的机器学习](https://mofanpy.com/tutorials/machine-learning/ML-intro/)
+  * [强化学习 (Reinforcement Learning)](https://mofanpy.com/tutorials/machine-learning/reinforcement-learning/)
+  * [进化算法 (Evolutionary Algorithm) 如遗传算法等](https://mofanpy.com/tutorials/machine-learning/evolutionary-algorithm/)
+  * [Tensorflow (神经网络)](https://mofanpy.com/tutorials/machine-learning/tensorflow/)
+  * [PyTorch (神经网络)](https://mofanpy.com/tutorials/machine-learning/torch/)
+  * [Theano (神经网络)](https://mofanpy.com/tutorials/machine-learning/theano/)
+  * [Keras (快速神经网络)](https://mofanpy.com/tutorials/machine-learning/keras/)
+  * [Scikit-Learn (机器学习)](https://mofanpy.com/tutorials/machine-learning/sklearn/)
+  * [机器学习实战](https://mofanpy.com/tutorials/machine-learning/ML-practice/)
+* [数据处理](https://mofanpy.com/tutorials/data-manipulation/)
+  * [Numpy & Pandas (处理数据)](https://mofanpy.com/tutorials/data-manipulation/np-pd/)
+  * [Matplotlib (绘图)](https://mofanpy.com/tutorials/data-manipulation/plt/)
+  * [爬虫](https://mofanpy.com/tutorials/data-manipulation/scraping/)
+* [其他](https://mofanpy.com/tutorials/others/)
+  * [Git (版本管理)](https://mofanpy.com/tutorials/others/git/)
+  * [Linux 简易教学](https://mofanpy.com/tutorials/others/linux-basic/)
+
+## 赞助和支持
+
+这些 tutorial 都是我用业余时间写出来, 录成视频, 如果你觉得它对你很有帮助, 请你也分享给需要学习的朋友们.
+如果你看好我的经验分享, 也请考虑适当的 [赞助打赏](https://mofanpy.com/support/), 让我能继续分享更好的内容给大家.
diff --git a/RL/example1/hunter_prey.py b/RL/example1/hunter_prey.py
diff --git a/Reinforcement_learning_TUT/README.md b/Reinforcement_learning_TUT/README.md
@@ -0,0 +1,37 @@
+<p align="center">
+    <a href="https://www.youtube.com/watch?v=pieI7rOXELI&list=PLXO45tsB95cIplu-fLMpUEEZTwrDNh6Ba" target="_blank">
+    <img width="60%" src="/MorvanZhou/Reinforcement-learning-with-tensorflow/blob/master/RL_cover.jpg?raw=true" style="max-width:100%;">
+    </a>
+</p>
+
+---
+
+<br>
+
+# Note! This Reinforcement Learning Tutorial has been moved to anther independent repo:
+
+[/MorvanZhou/Reinforcement-learning-with-tensorflow](/MorvanZhou/Reinforcement-learning-with-tensorflow)
+
+# 请注意! 这个 强化学习 的教程代码已经被移至另一个网页:
+
+[/MorvanZhou/Reinforcement-learning-with-tensorflow](/MorvanZhou/Reinforcement-learning-with-tensorflow)
+
+
+# Donation
+
+*If this does help you, please consider donating to support me for better tutorials. Any contribution is greatly appreciated!*
+
+<div >
+  <a href="https://www.paypal.com/cgi-bin/webscr?cmd=_donations&amp;business=morvanzhou%40gmail%2ecom&amp;lc=C2&amp;item_name=MorvanPython&amp;currency_code=AUD&amp;bn=PP%2dDonationsBF%3abtn_donateCC_LG%2egif%3aNonHosted">
+    <img style="border-radius: 20px;  box-shadow: 0px 0px 10px 1px  #888888;"
+         src="https://www.paypalobjects.com/webstatic/en_US/i/btn/png/silver-pill-paypal-44px.png"
+         alt="Paypal"
+         height="auto" ></a>
+</div>
+
+<div>
+  <a href="https://www.patreon.com/morvan">
+    <img src="https://mofanpy.com/static/img/support/patreon.jpg"
+         alt="Patreon"
+         height=120></a>
+</div>