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README.md

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-# Official Page for  [Quant Quest](http://quant-quest.auquan.com) hosted by Auquan.
-
-## IMPORTANT ##
-We've made changes to the prediction function. Please [read the new documentation](https://github.com/Auquan/quant-quest-2#prediction-function)
+# Official Page for  [Quant Quest III](http://quant-quest.auquan.com) hosted by Auquan.
 
 ## Trading Problem Overview ##
 This problem requires a mix of statistics and data analysis skills to create a predictive model using financial data. We will provide you with a toolbox and historical data to develop and test your strategy for the competition.
 
-1. [Getting Started](https://github.com/Auquan/quant-quest-2#quick-startup-guide)
-2. [How does the toolbox work?](https://github.com/Auquan/quant-quest-2#how-does-the-toolbox-work)
-3. [Available Feature Guide](https://github.com/Auquan/quant-quest-2#available-feature-guide)
-
-## Quick Startup Guide ##
 ### Install Python and dependent packages ###
 You need Python 3.6.5 (Python 2.7 support is deprecated) to run this toolbox. For an easy installation process, we recommend Anaconda since it will reliably install all the necessary dependencies. Download [Anaconda](http://continuum.io/downloads) and follow the instructions on the [installation page](http://docs.continuum.io/anaconda/install).   Once you have Python, you can then install the toolbox.