{"id":664,"date":"2018-08-04T14:29:02","date_gmt":"2018-08-04T12:29:02","guid":{"rendered":"http:\/\/wchmurze.cloud\/?p=664"},"modified":"2019-10-15T22:30:57","modified_gmt":"2019-10-15T20:30:57","slug":"od-zera-do-mistrza-big-data-i-uczenia-maszynowego-w-pythonie-czesc-2","status":"publish","type":"post","link":"https:\/\/wchmurze.cloud\/index.php\/2018\/08\/04\/od-zera-do-mistrza-big-data-i-uczenia-maszynowego-w-pythonie-czesc-2\/","title":{"rendered":"Od zera do mistrza Big Data i uczenia maszynowego w Pythonie. Cz\u0119\u015b\u0107 2"},"content":{"rendered":"<h2>Anaconda i notatniki Jupitera<\/h2>\n<p>Do zabawy z Pythonem wykorzysta\u0142em Anaconda i dost\u0119pne notatniki Jupitera.<\/p>\n<p><a href=\"https:\/\/www.anaconda.com\/distribution\/\" target=\"_blank\" rel=\"noopener noreferrer\">Anaconda<\/a><\/p>\n<p>Pobra\u0142em wersj\u0119 64 bitow\u0105 z obs\u0142uga Pythona 3.<\/p>\n<p>Po pomy\u015blnej instalacji uruchamiamy Anaconda Navigator<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-683\" src=\"http:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/anaconda_python_launch1.jpg\" alt=\"\" width=\"1117\" height=\"843\" srcset=\"https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/anaconda_python_launch1.jpg 1117w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/anaconda_python_launch1-300x226.jpg 300w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/anaconda_python_launch1-768x580.jpg 768w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/anaconda_python_launch1-1024x773.jpg 1024w\" sizes=\"(max-width: 1117px) 100vw, 1117px\" \/><\/p>\n<p>Wybieramy jupyter notebook, przycisk Launch i naszym oczom otwiera si\u0119 strona<\/p>\n<p><a href=\"http:\/\/localhost:8888\/tree\">http:\/\/localhost:8888\/tree<\/a><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-685\" src=\"http:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad1.png\" alt=\"\" width=\"268\" height=\"271\" \/><\/p>\n<p>Tworzymy notatnik wybieraj\u0105c j\u0119zyk Python 3.<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-686\" src=\"http:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad2.png\" alt=\"\" width=\"1463\" height=\"267\" srcset=\"https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad2.png 1463w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad2-300x55.png 300w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad2-768x140.png 768w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad2-1024x187.png 1024w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad2-1200x219.png 1200w\" sizes=\"(max-width: 1463px) 100vw, 1463px\" \/><\/p>\n<p>Przygotowali\u015bmy nasz pierwszy notatnik o nazwie Nowy, nazw\u0119 mo\u017cna \u0142atwo zmienic z poziomu menu File lub klikaj\u0105c na nazw\u0119.<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-687\" src=\"http:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad3.png\" alt=\"\" width=\"862\" height=\"258\" srcset=\"https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad3.png 862w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad3-300x90.png 300w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad3-768x230.png 768w\" sizes=\"(max-width: 862px) 100vw, 862px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>Podstawowe operacje dost\u0119pne w notatniku mo\u017cna wylistowa\u0107 za pomoc\u0105 klawisza H.\u00a0 Nale\u017cy pami\u0119ta\u0107, by kursor nie by\u0142 umieszczony w kom\u00f3rce.<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-688\" src=\"http:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad4.png\" alt=\"\" width=\"851\" height=\"907\" srcset=\"https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad4.png 851w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad4-281x300.png 281w, https:\/\/wchmurze.cloud\/wp-content\/uploads\/2018\/08\/jupiter_new_notepad4-768x819.png 768w\" sizes=\"(max-width: 851px) 100vw, 851px\" \/><\/p>\n<p>Notatnik mo\u017cna rozumie\u0107 jako interkatywny skrypt, kt\u00f3ry sk\u0142ada si\u0119 z dw\u00f3ch rodzaj\u00f3w kom\u00f3rek: opisowych (w sk\u0142adni Markdown)\u00a0 i tych, w kt\u00f3rych wpisujemy kod j\u0119zyka.<\/p>\n<p>Opis sk\u0142adni Markdown mo\u017cna znale\u017a\u0107 w wielu miejscach. Ja korzysta\u0142em z<\/p>\n<p><a href=\"https:\/\/github.com\/adam-p\/markdown-here\/wiki\/Markdown-Here-Cheatsheet\">https:\/\/github.com\/adam-p\/markdown-here\/wiki\/Markdown-Here-Cheatsheet<\/a><\/p>\n<p>Pr\u00f3bujmy sprawdzi\u0107 wersj\u0119\u00a0 naszych narz\u0119dzi<\/p>\n<pre lang=\"PYTHON\">import sys\r\nprint (\"U\u017cywana wersja Pythona to: \", sys.version)\r\n<\/pre>\n<p>U mnie wyglada to tak:<\/p>\n<pre lang=\"PYTHON\">U\u017cywana wersja Pythona to:  3.6.0 |Anaconda 4.3.1 (64-bit)| (default, Dec 23 2016, 11:57:41) \r\n[MSC v.1900 64 bit (AMD64)]\r\n<\/pre>\n<p>Si\u0142\u0105 j\u0119zyka, nie tylko w zakresie uczenia maszynowego (ML), jest dost\u0119pna ogromna list\u00a0 gotowych pakiet\u00f3w, kt\u00f3re znacznie upraszczaj\u0105 budow\u0119 skomplikowanych algorytm\u00f3w.<\/p>\n<p>Pakiety gromadzone s\u0105 w repozytorium zwanym PyPI (Python Package Index). Instalacja modu\u0142\u00f3w\u00a0 mo\u017ce by\u0107 wykonana r\u00f3wnie\u017c z poziomu notatnika.<br \/>\nKod zaczynamy od !pip, co oznacza wykorzystanie instrukcji pow\u0142oki pip. Przyk\u0142adem takiego pakietu jest folium pozwalaj\u0105cy na obs\u0142ug\u0119 map.<\/p>\n<pre class=\"\" lang=\"PYTHON\">!pip install folium\r\n<\/pre>\n<pre class=\"\">Collecting folium\r\n  Downloading <a href=\"https:\/\/files.pythonhosted.org\/packages\/07\/37\/456fb3699ed23caa0011f8b90d9cad94445eddc656b601e6268090de35f5\/folium-0.5.0.tar.gz\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/files.pythonhosted.org\/packages\/07\/37\/456fb3699ed23caa0011f8b90d9cad94445eddc656b601e6268090de35f5\/folium-0.5.0.tar.gz<\/a> (79kB)\r\nCollecting branca (from folium)\r\n  Downloading <a href=\"https:\/\/files.pythonhosted.org\/packages\/b5\/18\/13c018655f722896f25791f1db687db5671bd79285e05b3dd8c309b36414\/branca-0.3.0-py3-none-any.whl\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/files.pythonhosted.org\/packages\/b5\/18\/13c018655f722896f25791f1db687db5671bd79285e05b3dd8c309b36414\/branca-0.3.0-py3-none-any.whl<\/a>\r\nRequirement already satisfied: jinja2 in c:\\users\\user\\anaconda3\\lib\\site-packages (from folium)\r\nRequirement already satisfied: requests in c:\\users\\user\\anaconda3\\lib\\site-packages (from folium)\r\nRequirement already satisfied: six in c:\\users\\user\\appdata\\roaming\\python\\python36\\site-packages (from folium)\r\nRequirement already satisfied: MarkupSafe&gt;=0.23 in c:\\users\\user\\anaconda3\\lib\\site-packages (from jinja2-&gt;folium)\r\nBuilding wheels for collected packages: folium\r\n  Running setup.py bdist_wheel for folium: started\r\n  Running setup.py bdist_wheel for folium: finished with status 'done'\r\n  Stored in directory: C:\\Users\\User\\AppData\\Local\\pip\\Cache\\wheels\\f8\\98\\ff\\954791afc47740d554f0d9e5885fa09dd60c2265d42578e665\r\nSuccessfully built folium\r\nInstalling collected packages: branca, folium\r\nSuccessfully installed branca-0.3.0 folium-0.5.0<\/pre>\n<p>Kr\u00f3tka demonstracja mo\u017cliwo\u015bci<\/p>\n<pre class=\"\" lang=\"PYTHON\"># importujemy pakiet folium\r\nimport folium\r\n# konfiguracja obiektu mapy Polski, \r\nmapa = folium.Map(location=[52.325, 18.94], zoom_start=6)\r\n# wyswietlamy mape\r\nmapa\r\n<\/pre>\n<p><strong>Kod umieszczony na GitHub<\/strong><\/p>\n<p><strong>Podgl\u0105d:<\/strong><\/p>\n<p><a href=\"https:\/\/nbviewer.jupyter.org\/github\/djkormo\/PythonForML\/blob\/master\/intro\/MapaPolski.ipynb\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/nbviewer.jupyter.org\/github\/djkormo\/PythonForML\/blob\/master\/intro\/MapaPolski.ipynb<\/a><\/p>\n<p><strong>Uruchomienie:<\/strong><\/p>\n<p><a href=\"https:\/\/mybinder.org\/v2\/gh\/djkormo\/PythonForML\/master?filepath=intro\/MapaPolski.ipynb\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/mybinder.org\/v2\/gh\/djkormo\/PythonForML\/master?filepath=intro\/MapaPolski.ipynb<\/a><\/p>\n<p><span style=\"color: #ff0000;\">Po uruchomieniu kontenera nale\u017cy wyczy\u015bci\u0107 informacje wyj\u015bciowe za pomoc\u0105 menu Kernel -&gt; Restart &amp; Clear Output.<\/span><\/p>\n<p><strong>Reenderowane wtyczk\u0105 WP:<\/strong><\/p>\n<div class=\"notebook\">\n    <div class=\"nbconvert-labels\">\n      <label class=\"github-link\">\n        <a href=\"https:\/\/github.com\/djkormo\/PythonForML\/blob\/master\/intro\/MapaPolski.ipynb\" target=\"_blank\">Check it out on github<\/a>\n        <label class=\"github-last-update\"> Last updated: 14\/10\/2019 20:15:04<\/label>\n      <\/label>\n      <\/div>\n    <div class=\"nbconvert\">\n    <\/div>\n  <\/div>\n<p>Na tym ko\u0144cz\u0119 pierwsz\u0105 demonstracj\u0119. Nie mo\u017cna by\u0107 astronaut\u0105 z marszu.<\/p>\n<h2>Wracamy do podstaw<\/h2>\n<ul>\n<li>Na pocz\u0105tku warto zaznajomi\u0107 si\u0119 z czterema podstawowymi typami skalarnymi:<br \/>\nca\u0142kowitym,<br \/>\nrzeczywistym,<br \/>\nlogicznym,<br \/>\n\u0142a\u0144cuchowym<br \/>\nNale\u017cy zwr\u00f3ci\u0107 uwag\u0119 na to, \u017ce mamy do czynienia z dynamicznym typowaniem, co w praktyce oznacza zmian\u0119 typu zmiennej w czasie i wymaga kontroli typu przez programist\u0119. To na czym chc\u0119 si\u0119 dodatkowo skoncentrowa\u0107 to jawna konwersja typ\u00f3w, system pomocy, wbudowane funkcje.<\/li>\n<\/ul>\n<p><strong>Przyk\u0142adowy\u00a0 notatnik\u00a0 umieszczony na githubie:<\/strong><\/p>\n<p><a href=\"https:\/\/github.com\/djkormo\/PythonForML\/blob\/master\/intro\/Kurs_1_typy_zmienne.ipynb\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/github.com\/djkormo\/PythonForML\/blob\/master\/intro\/Kurs_1_typy_zmienne.ipynb<\/a><\/p>\n<p><strong>Podgl\u0105d:<\/strong><\/p>\n<p><a href=\"https:\/\/nbviewer.jupyter.org\/github\/djkormo\/PythonForML\/blob\/master\/intro\/Kurs_1_typy_zmienne.ipynb\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/nbviewer.jupyter.org\/github\/djkormo\/PythonForML\/blob\/master\/intro\/Kurs_1_typy_zmienne.ipynb<\/a><\/p>\n<p><strong>Uruchomienie:<\/strong><\/p>\n<p><a href=\"https:\/\/mybinder.org\/v2\/gh\/djkormo\/PythonForML\/master?filepath=intro\/Kurs_1_typy_zmienne.ipynb\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/mybinder.org\/v2\/gh\/djkormo\/PythonForML\/master?filepath=intro\/Kurs_1_typy_zmienne.ipynb<\/a><\/p>\n<p><span style=\"color: #ff0000;\">Po uruchomieniu kontenera nale\u017cy wyczy\u015bci\u0107 informacje wyj\u015bciowe za pomoc\u0105 menu Kernel -&gt; Restart &amp; Clear Output.<\/span><\/p>\n<p><strong>Reenderowane wtyczk\u0105 WP:<\/strong><\/p>\n<div class=\"notebook\">\n    <div class=\"nbconvert-labels\">\n      <label class=\"github-link\">\n        <a href=\"https:\/\/github.com\/djkormo\/PythonForML\/blob\/master\/intro\/Kurs_1_typy_zmienne.ipynb\" target=\"_blank\">Check it out on github<\/a>\n        <label class=\"github-last-update\"> Last updated: 14\/10\/2019 20:15:04<\/label>\n      <\/label>\n      <\/div>\n    <div class=\"nbconvert\">\n    <\/div>\n  <\/div>\n<p>Literatura:<br \/>\nOpis pod\u0142\u0105czenia notatnika z Githuba do WordPressa<\/p>\n<p><a href=\"https:\/\/github.com\/ghandic\/nbconvert\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/github.com\/ghandic\/nbconvert<\/a><\/p>\n<p>Cheat sheet<\/p>\n<p><a href=\"https:\/\/perso.limsi.fr\/pointal\/_media\/python:cours:mementopython3-english.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/perso.limsi.fr\/pointal\/_media\/python:cours:mementopython3-english.pdf<\/a><\/p>\n<p>Tutorial z Kaggle<\/p>\n<p><a href=\"https:\/\/www.kaggle.com\/learn\/python\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.kaggle.com\/learn\/python<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/wchmurze.cloud\/index.php\/2018\/07\/16\/od-zera-do-mistrza-big-data-i-uczenia-maszynowego-w-pythonie-czesc-1\/\">Poprzednia cz\u0119\u015b\u0107<\/a><\/p>\n<p><a href=\"http:\/\/wchmurze.cloud\/index.php\/2018\/08\/17\/od-zera-do-mistrza-big-data-i-uczenia-maszynowego-w-pythonie-czesc-3\/\">Nast\u0119pna cz\u0119\u015b\u0107<\/a><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Anaconda i notatniki Jupitera Do zabawy z Pythonem wykorzysta\u0142em Anaconda i dost\u0119pne notatniki Jupitera. Anaconda Pobra\u0142em wersj\u0119 64 bitow\u0105 z obs\u0142uga Pythona 3. Po pomy\u015blnej instalacji uruchamiamy Anaconda Navigator Wybieramy jupyter notebook, przycisk Launch i naszym oczom otwiera si\u0119 strona &hellip; <a href=\"https:\/\/wchmurze.cloud\/index.php\/2018\/08\/04\/od-zera-do-mistrza-big-data-i-uczenia-maszynowego-w-pythonie-czesc-2\/\">Continued<\/a><\/p>\n","protected":false},"author":1,"featured_media":1058,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[8,6],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.13 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Od zera do mistrza Big Data i uczenia maszynowego w Pythonie. 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