ml-finance-python

python scripts for finance machine learning

git clone https://9o.is/git/ml-finance-python.git

notebook.ipynb

(97950B)


      1 {
      2  "cells": [
      3   {
      4    "cell_type": "markdown",
      5    "metadata": {},
      6    "source": [
      7     "Welcome to Quantopian! The Getting Started Tutorial will guide you through researching and developing a quantitative trading strategy on Quantopian. It covers many of the basics of Quantopian's API, and is designed for those who are new to the platform. All you need to get started on this tutorial is to have some basic [Python](https://docs.python.org/2.7/) programming skills."
      8    ]
      9   },
     10   {
     11    "cell_type": "markdown",
     12    "metadata": {},
     13    "source": [
     14     "## What is a Trading Algorithm?"
     15    ]
     16   },
     17   {
     18    "cell_type": "markdown",
     19    "metadata": {},
     20    "source": [
     21     "A trading algorithm is a computer program that defines a set of rules for buying and selling assets. Most trading algorithms make decisions based on mathematical or statistical models that are derived from research conducted on historical data."
     22    ]
     23   },
     24   {
     25    "cell_type": "markdown",
     26    "metadata": {},
     27    "source": [
     28     "## Where do I start?"
     29    ]
     30   },
     31   {
     32    "cell_type": "markdown",
     33    "metadata": {},
     34    "source": [
     35     "The first step to writing a trading algorithm is to find an economic or statistical relationship on which we can base our strategy. To do this, we can use Quantopian's Research environment to access and analyze historical datasets available in the platform. Research is a [Jupyter Notebook](http://jupyter-notebook-beginner-guide.readthedocs.io/en/latest/what_is_jupyter.html) environment that allows us to run Python code in units called 'cells'.  \n",
     36     "\n",
     37     "For example, the following code plots the daily closing price for Apple Inc. (AAPL), along with its 20 and 50 day moving averages:"
     38    ]
     39   },
     40   {
     41    "cell_type": "code",
     42    "execution_count": 1,
     43    "metadata": {
     44     "collapsed": false
     45    },
     46    "outputs": [
     47     {
     48      "data": {
     49       "image/png": 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yZc1oL6BrTa1WM3369BrtQ4YMsb6uKv4F8PbbbwPQt2/fGteMHTuWsWPHAvDD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\n939jHywta2oLzCNYV1T9uR3fsQiugj7U+hhtjnY6XHbyYge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p5nQ0UZk0tjmITTi+89h5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\nJIMZIYQQQgghxKwkgxkhhBBCCCHErPR/p+vSf7dNaocAAAAASUVORK5CYII=\n",
     50       "text/plain": [
     51        "<matplotlib.figure.Figure at 0x7f533e26f5d0>"
     52       ]
     53      },
     54      "metadata": {},
     55      "output_type": "display_data"
     56     }
     57    ],
     58    "source": [
     59     "# Research environment functions\n",
     60     "from quantopian.research import prices, symbols\n",
     61     "\n",
     62     "# Pandas library: https://pandas.pydata.org/\n",
     63     "import pandas as pd\n",
     64     "\n",
     65     "# Query historical pricing data for AAPL\n",
     66     "aapl_close = prices(\n",
     67     "    assets=symbols('AAPL'),\n",
     68     "    start='2013-01-01',\n",
     69     "    end='2016-01-01',\n",
     70     ")\n",
     71     "\n",
     72     "# Compute 20 and 50 day moving averages on\n",
     73     "# AAPL's pricing data\n",
     74     "aapl_sma20 = aapl_close.rolling(20).mean()\n",
     75     "aapl_sma50 = aapl_close.rolling(50).mean()\n",
     76     "\n",
     77     "# Combine results into a pandas DataFrame and plot\n",
     78     "pd.DataFrame({   \n",
     79     "    'AAPL': aapl_close,\n",
     80     "    'SMA20': aapl_sma20,\n",
     81     "    'SMA50': aapl_sma50\n",
     82     "}).plot(\n",
     83     "    title='AAPL Close Price / SMA Crossover'\n",
     84     ");"
     85    ]
     86   },
     87   {
     88    "cell_type": "markdown",
     89    "metadata": {},
     90    "source": [
     91     "In the next lesson we will use Research to explore Quantopian's datasets. Then, we will define our trading strategy and test whether it can effectively predict returns based on historical data. Finally, we will use our findings to develop and test a trading algorithm in the Interactive Development Environment (IDE)."
     92    ]
     93   }
     94  ],
     95  "metadata": {
     96   "kernelspec": {
     97    "display_name": "Python 2",
     98    "language": "python",
     99    "name": "python2"
    100   },
    101   "language_info": {
    102    "codemirror_mode": {
    103     "name": "ipython",
    104     "version": 2
    105    },
    106    "file_extension": ".py",
    107    "mimetype": "text/x-python",
    108    "name": "python",
    109    "nbconvert_exporter": "python",
    110    "pygments_lexer": "ipython2",
    111    "version": "2.7.12"
    112   }
    113  },
    114  "nbformat": 4,
    115  "nbformat_minor": 2
    116 }