{"id":968,"date":"2022-01-05T06:11:35","date_gmt":"2022-01-05T06:11:35","guid":{"rendered":"https:\/\/bidar.ca\/?p=968"},"modified":"2022-01-05T15:28:09","modified_gmt":"2022-01-05T15:28:09","slug":"episode17","status":"publish","type":"post","link":"https:\/\/bidar.ca\/2\/fa\/podcasts\/episode17","title":{"rendered":"\u067e\u0627\u062f\u06a9\u0633\u062a: \u06af\u0641\u062a\u06af\u0648 \u0628\u0627 \u062f\u06a9\u062a\u0631 \u062c\u0639\u0641\u0631\u06cc \u0646\u0648\u06cc\u0633\u0646\u062f\u0647 \u06a9\u062a\u0627\u0628 Hands-on Data Preprocessing In Python \u062f\u0631 BIDAR.ca"},"content":{"rendered":"<p>\u0634\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0627\u062f\u06a9\u0633\u062a: \u0645\u062d\u0645\u062f \u0646\u0627\u062f\u06cc\u060c \u0645\u0647\u062f\u06cc \u0634\u06a9\u0648\u0647\u06cc\u060c \u0627\u0645\u06cc\u0646 \u0641\u0631\u062f\u060c \u0631\u0636\u0627\u060c \u0645\u0647\u062f\u06cc \u0631\u0627\u0634 \u0648 \u062c\u06cc\u0633\u0648\u0646 \u062c\u0639\u0641\u0631\u06cc<\/p>\n<p><iframe loading=\"lazy\" title=\"\u067e\u0627\u062f\u06a9\u0633\u062a 17: \u06af\u0641\u062a\u06af\u0648 \u0628\u0627 \u062f\u06a9\u062a\u0631 \u062c\u0639\u0641\u0631\u06cc \u0646\u0648\u06cc\u0633\u0646\u062f\u0647 \u06a9\u062a\u0627\u0628 Hands-on Data Preprocessing In Python \u062f\u0631 BIDAR.ca\" width=\"640\" height=\"480\" src=\"https:\/\/www.youtube.com\/embed\/CvO9BhrwMtU?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p>\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628 \u06a9\u062a\u0627\u0628 Hands-on Data Preprocessing In Python<\/p>\n<p>1. Review of the Core Modules of NumPy and Pandas<br \/>\n2. Review of Another Core Module: Matplotlib<br \/>\n3. Data \u2013 What Is It Really?<br \/>\n4. Databases<br \/>\n5. Data Visualization<br \/>\n6. Prediction<br \/>\n7. Classification<br \/>\n8. Clustering Analysis<br \/>\n9. Data Cleaning Level I-Clean Up the Table<br \/>\n10. Data Cleaning Level II Unpack, Restructure, and Reformulate<br \/>\nthe Table<br \/>\n11. Data Cleaning Level III Missing Values, Outliers, and Errors<br \/>\n12. Data Fusion and Integration<br \/>\n13. Data Reduction<br \/>\n14. Data Transformation &amp; Massaging<br \/>\n15. Case Study 1: Mental Health in Tech<br \/>\n16. Case Study 2: Predict COVID Hospitalization<br \/>\n17. Case Study 3: United States Counties Clustering Analysis<br \/>\n18. Practice Cases<br \/>\n19. Using SQL for Pipeline Implementation<br \/>\n20. Using Your Preferred Language with Portability<br \/>\n21. Extending Apache Beam&#8217;s IO Connectors<br \/>\n22. Understanding How Runners Execute Pipelines<\/p>\n<p>\u0644\u06cc\u0646\u06a9 \u062e\u0631\u06cc\u062f \u06a9\u062a\u0627\u0628:<br \/>\n<a href=\"https:\/\/www.packtpub.com\/product\/hands-on-data-preprocessing-in-python\/9781801072137\">https:\/\/www.packtpub.com\/product\/hands-on-data-preprocessing-in-python\/9781801072137<\/a><\/p>\n<p>\u062f\u06a9\u062a\u0631 \u0631\u0648\u06cc \u062c\u0639\u0641\u0631\u06cc<br \/>\n<a href=\"https:\/\/www.linkedin.com\/in\/roy-jafari-marandi-84077932\">https:\/\/www.linkedin.com\/in\/roy-jafari-marandi-84077932<\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/user\/likhochin\/videos\">https:\/\/www.youtube.com\/user\/likhochin\/videos<\/a><\/p>\n<p><iframe loading=\"lazy\" src=\"https:\/\/castbox.fm\/app\/castbox\/player\/id4619242\/id438742167?v=8.22.11&amp;autoplay=0\" width=\"100%\" height=\"500\" frameborder=\"0\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0634\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0627\u062f\u06a9\u0633\u062a: \u0645\u062d\u0645\u062f \u0646\u0627\u062f\u06cc\u060c \u0645\u0647\u062f\u06cc \u0634\u06a9\u0648\u0647\u06cc\u060c \u0627\u0645\u06cc\u0646 \u0641\u0631\u062f\u060c \u0631\u0636\u0627\u060c \u0645\u0647\u062f\u06cc \u0631\u0627\u0634 \u0648 \u062c\u06cc\u0633\u0648\u0646 \u062c\u0639\u0641\u0631\u06cc \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628 \u06a9\u062a\u0627\u0628 Hands-on Data Preprocessing In Python 1. Review of the Core Modules of NumPy and Pandas 2. Review of Another Core Module: Matplotlib 3. Data \u2013 What Is It Really? 4. Databases 5. Data Visualization 6. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":969,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"episode_type":"audio","audio_file":"https:\/\/radio.bidar.ca\/2021\/radiobidar-ep17.mp3","podmotor_file_id":"","podmotor_episode_id":"","cover_image":"","cover_image_id":"","duration":"","filesize":"47.12M","filesize_raw":"49410324","date_recorded":"2022-01-05 06:11:35","explicit":"","block":"","itunes_episode_number":"","itunes_title":"","itunes_season_number":"","itunes_episode_type":"","footnotes":""},"categories":[95],"tags":[439,433,431,437,435],"series":[143],"class_list":["post-968","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-podcasts","tag-data-preprocessing","tag-preprocessing","tag-python","tag-roy-jafary","tag-435","series-143"],"episode_featured_image":"https:\/\/bidar.ca\/2\/wp-content\/uploads\/2022\/01\/poster-ep17.png","episode_player_image":"https:\/\/bidar.ca\/2\/wp-content\/plugins\/seriously-simple-podcasting\/assets\/images\/no-album-art.png","download_link":"https:\/\/bidar.ca\/2\/podcast-download\/968\/episode17","player_link":"https:\/\/bidar.ca\/2\/podcast-player\/968\/episode17","audio_player":"<a class=\"wp-embedded-audio\" href=\"https:\/\/bidar.ca\/2\/podcast-player\/968\/episode17\">https:\/\/bidar.ca\/2\/podcast-player\/968\/episode17<\/a>","episode_data":{"playerMode":"dark","subscribeUrls":{"amazon":{"key":"amazon","url":"","label":"Amazon","class":"amazon","icon":"amazon.png"},"apple_podcasts":{"key":"apple_podcasts","url":"","label":"Apple Podcasts","class":"apple_podcasts","icon":"apple-podcasts.png"},"castbox":{"key":"castbox","url":"","label":"CastBox","class":"castbox","icon":"castbox.png"},"google_podcasts":{"key":"google_podcasts","url":"","label":"Google Podcasts","class":"google_podcasts","icon":"google-podcasts.png"},"patreon":{"key":"patreon","url":"","label":"Patreon","class":"patreon","icon":"patreon.png"},"player_fm":{"key":"player_fm","url":"","label":"Player.fm","class":"player_fm","icon":"player-fm.png"},"podchaser":{"key":"podchaser","url":"","label":"Podchaser","class":"podchaser","icon":"podchaser.png"},"rss":{"key":"rss","url":"","label":"RSS","class":"rss","icon":"rss.png"},"rssradio":{"key":"rssradio","url":"","label":"RSSRadio","class":"rssradio","icon":"rssradio.png"},"radio_public":{"key":"radio_public","url":"","label":"Radio Public","class":"radio_public","icon":"radio-public.png"},"radio_com":{"key":"radio_com","url":"","label":"Radio.com","class":"radio_com","icon":"radio-com.png"},"soundcloud":{"key":"soundcloud","url":"","label":"SoundCloud","class":"soundcloud","icon":"soundcloud.png"},"spotify":{"key":"spotify","url":"","label":"Spotify","class":"spotify","icon":"spotify.png"},"stitcher":{"key":"stitcher","url":"","label":"Stitcher","class":"stitcher","icon":"stitcher.png"},"youtube":{"key":"youtube","url":"","label":"YouTube","class":"youtube","icon":"youtube.png"},"itunes":{"key":"itunes","url":"","label":"iTunes","class":"itunes","icon":"itunes.png"}},"rssFeedUrl":"https:\/\/bidar.ca\/2\/feed\/podcast\/2021","embedCode":"<blockquote class=\"wp-embedded-content\" data-secret=\"xo4LrkfryX\"><a href=\"https:\/\/bidar.ca\/2\/fa\/podcasts\/episode17\">\u067e\u0627\u062f\u06a9\u0633\u062a: \u06af\u0641\u062a\u06af\u0648 \u0628\u0627 \u062f\u06a9\u062a\u0631 \u062c\u0639\u0641\u0631\u06cc \u0646\u0648\u06cc\u0633\u0646\u062f\u0647 \u06a9\u062a\u0627\u0628 Hands-on Data Preprocessing In Python \u062f\u0631 BIDAR.ca<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/bidar.ca\/2\/fa\/podcasts\/episode17\/embed#?secret=xo4LrkfryX\" width=\"500\" height=\"350\" title=\"&#8220;\u067e\u0627\u062f\u06a9\u0633\u062a: \u06af\u0641\u062a\u06af\u0648 \u0628\u0627 \u062f\u06a9\u062a\u0631 \u062c\u0639\u0641\u0631\u06cc \u0646\u0648\u06cc\u0633\u0646\u062f\u0647 \u06a9\u062a\u0627\u0628 Hands-on Data Preprocessing In Python \u062f\u0631 BIDAR.ca&#8221; &#8212; BIDAR.ca\" data-secret=\"xo4LrkfryX\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! 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