{"id":27555,"date":"2019-12-06T12:33:45","date_gmt":"2019-12-06T17:33:45","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=27555"},"modified":"2022-11-21T09:44:43","modified_gmt":"2022-11-21T14:44:43","slug":"neural-network-in-python-part-vi","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/neural-network-in-python-part-vi\/","title":{"rendered":"Neural Network In Python \u2013 Part VI"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">We have covered a lot in this neural network <a href=\"\/campus\/ibkr-quant-news\/neural-network-python-backpropagation\/\">tutorial <\/a>and this leads us to apply these concepts in practice. Thus, we will now learn how to develop our own Artificial Neural Network.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Coding the Strategy<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Importing Libraries<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We will start by importing a&nbsp;<a href=\"https:\/\/blog.quantinsti.com\/python-trading-library\">few libraries<\/a>, the others will be imported as and when they are used in the program at different stages. For now, we will import the libraries which will help us in importing and preparing the dataset for training and testing the model.<\/p>\n\n\n\n<p style=\"background-color:#fcfcdb;font-size:11px\" class=\"has-background\">import numpy as np<br>\nimport pandas as pd<br>\nimport talib<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>Numpy <\/code>is a fundamental package for scientific computing, we will be using this library for computations on our dataset. The library is imported using the alias <code>np<\/code>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>Pandas <\/code>will help us in using the powerful dataframe object, which will be used throughout the code for building the artificial neural network in Python.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>Talib <\/code>is a technical analysis library, which will be used to compute the <code>RSI <\/code>and <code>Williams %R<\/code>. These will be used as features for training our artificial neural network. We could add more features using this library.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>In the next installment, the author will demonstrate how to set the random seed to a fixed number.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We will now learn how to develop our own Artificial Neural Network. We will start by importing a few libraries, the others will be imported as and when they are used in the program at different stages. For now, we will import the libraries which will help us in importing and preparing the dataset for training and testing the model.<\/p>\n","protected":false},"author":251,"featured_media":20117,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[339,343,349,338,350,341,344],"tags":[851,4087,4582,2105,2697,4363,4227,852,3866,1225,1224,595,445,4224,5482,5483],"contributors-categories":[13654],"class_list":["post-27555","post","type-post","status-publish","format-standard","has-post-thumbnail","category-data-science","category-programing-languages","category-python-development","category-ibkr-quant-news","category-quant-asia-pacific","category-quant-development","category-quant-regions","tag-algo-trading","tag-backpropagation","tag-dataframe","tag-deep-learning","tag-deep-neural-networks","tag-forward-propagation","tag-gradient-descent","tag-machine-learning","tag-neuron","tag-numpy","tag-pandas","tag-python","tag-rsi","tag-stochastic-gradient-descent","tag-talib","tag-williams-r","contributors-categories-quantinsti"],"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Neural Network In Python \u2013 Part VI | IBKR Quant<\/title>\n<meta name=\"description\" content=\"Join QuantInsti for a tutorial on buidling a Neural Network in Python. Learn how this framework is applied in algo trading.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.interactivebrokers.com\/campus\/wp-json\/wp\/v2\/posts\/27555\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Neural Network In Python \u2013 Part VI | IBKR Quant Blog\" \/>\n<meta property=\"og:description\" content=\"Join QuantInsti for a tutorial on buidling a Neural Network in Python. Learn how this framework is applied in algo trading.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/neural-network-in-python-part-vi\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2019-12-06T17:33:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-11-21T14:44:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/10\/quant-tec-02.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1150\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Devang Singh\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Devang Singh\" 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