{"id":14603,"date":"2024-01-13T14:10:03","date_gmt":"2024-01-13T10:40:03","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=14603"},"modified":"2024-01-13T14:10:03","modified_gmt":"2024-01-13T10:40:03","slug":"python-libraries","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/ar\/tutorials\/python-libraries\/","title":{"rendered":"\u0623\u0641\u0636\u0644 10 \u0645\u0643\u062a\u0628\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0639\u0627\u0645 2024"},"content":{"rendered":"<h2 id=\"%d9%85%d9%82%d8%af%d9%85%d9%87\">\u0645\u0642\u062f\u0645\u0629<\/h2>\n<p>\u0641\u064a \u0639\u0627\u0644\u0645\u0646\u0627 \u0627\u0644\u064a\u0648\u0645\u060c \u062d\u064a\u062b \u062a\u0644\u0639\u0628 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u062f\u0648\u0631\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0645\u062a\u0632\u0627\u064a\u062f\u064b\u0627 \u0641\u064a \u062c\u0645\u064a\u0639 \u062c\u0648\u0627\u0646\u0628 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\u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629.<\/li>\n<li>\u0633\u0628\u0628 \u0622\u062e\u0631 \u0644\u0634\u0639\u0628\u064a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0647\u0648 \u0623\u0646\u0647\u0627 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0648\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0636\u0639\u064a\u0641\u0629.<\/li>\n<li>\u0628\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 C \u0648Java \u0648C++\u060c \u0641\u0625\u0646 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0641\u064a Python \u0633\u0647\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u064a\u062a\u0645\u062a\u0639 \u0628\u0645\u0633\u062a\u0648\u0649 \u0639\u0627\u0644\u064d \u0645\u0646 \u0627\u0644\u062a\u062c\u0631\u064a\u062f.<\/li>\n<\/ul>\n<p>\u0643\u0645\u0627 \u0630\u0643\u0631\u0646\u0627 \u0633\u0627\u0628\u0642\u064b\u0627\u060c \u062a\u0639\u0648\u062f \u0634\u0639\u0628\u064a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0625\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0645\u0643\u062a\u0628\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0647\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062f\u0648\u0627\u0644 \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0645\u0643\u0651\u0646\u0646\u0627 \u0645\u0646 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0644\u0628\u062f\u0621 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631. \u0645\u0639 \u0623\u0643\u062b\u0631 \u0645\u0646 137,000 \u0645\u0643\u062a\u0628\u0629\u060c \u064a\u064f\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0625\u0646\u0634\u0627\u0621 \u0628\u0631\u0627\u0645\u062c \u0648\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u064f\u062a\u0646\u0648\u0639\u0629\u060c \u0645\u062b\u0644: \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u063a\u064a\u0631\u0647\u0627 \u0627\u0644\u0643\u062b\u064a\u0631.<\/p>\n<h2 id=\"1-pandas\">1. \u0627\u0644\u0628\u0627\u0646\u062f\u0627<\/h2>\n<p><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"768\"  height=\"311\"  class=\"aligncenter wp-image-14605 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 768px) 100vw, 768px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas.png 768w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-300x121.png 300w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-110x45.png 110w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-200x81.png 200w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-380x154.png 380w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-255x103.png 255w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-550x223.png 550w\" ><\/p>\n<p>\u0628\u0627\u0646\u062f\u0627 \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0631\u062e\u0635\u0629 \u0628\u0645\u0648\u062c\u0628 BSD (\u062a\u0648\u0632\u064a\u0639\u0629 \u0628\u064a\u0631\u0643\u0644\u064a \u0644\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a). \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u0634\u0647\u064a\u0631\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0645\u062c\u0627\u0644 \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0628\u0634\u0643\u0644 \u0631\u0626\u064a\u0633\u064a \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627\u060c \u0648\u063a\u064a\u0631\u0647\u0627. \u062a\u062a\u064a\u062d \u0628\u0627\u0646\u062f\u0627 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0639\u0645\u0644\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 R. \u062a\u062f\u0639\u0645 \u0645\u0643\u062a\u0628\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0639\u0627\u062f\u0629\u064b \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul>\n<li>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li>\u0633\u0644\u0633\u0644\u0629 \u0632\u0645\u0646\u064a\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u062a\u0628\u0629 \u0648\u063a\u064a\u0631 \u0645\u0631\u062a\u0628\u0629.<\/li>\n<li>\u062a\u0645\u062a \u062a\u0633\u0645\u064a\u0629 \u0627\u0644\u0635\u0641\u0648\u0641 \u0648\u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0629.<\/li>\n<li>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u063a\u064a\u0631 \u0645\u0635\u0646\u0641\u0629.<\/li>\n<li>\u0623\u064a \u0646\u0648\u0639 \u0622\u062e\u0631 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629.<\/li>\n<\/ul>\n<h2 id=\"2-numpy\">2. \u0646\u0627\u0645\u0628\u0627\u064a<\/h2>\n<p><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Numpy.png\"  class=\"aligncenter pk-lazyload\"  width=\"225\"  height=\"225\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Numpy.png\" ><br \/>\nNumPy \u0647\u064a \u0625\u062d\u062f\u0649 \u0623\u0643\u062b\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627\u060c \u0648\u062a\u064f\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0639\u0644\u0645\u064a\u0629. \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062f\u0648\u0627\u0644 \u0631\u064a\u0627\u0636\u064a\u0629 \u0645\u062f\u0645\u062c\u0629 \u0644\u0625\u062c\u0631\u0627\u0621 \u062d\u0633\u0627\u0628\u0627\u062a \u0633\u0631\u064a\u0639\u0629\u060c \u0648\u062a\u062f\u0639\u0645 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f. \u064a\u064f\u0639\u0631\u0651\u0641 \u0645\u0635\u0637\u0644\u062d &quot;NumPy&quot; \u0628\u0623\u0646\u0647 &quot;\u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0639\u062f\u062f\u064a&quot;. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0648\u0643\u062d\u0627\u0648\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629\u060c \u0648\u0643\u0645\u0648\u0644\u062f \u0623\u0631\u0642\u0627\u0645 \u0639\u0634\u0648\u0627\u0626\u064a\u0629\u060c \u0648\u063a\u064a\u0631\u0647\u0627. \u0645\u0646 \u0627\u0644\u062f\u0648\u0627\u0644 \u0627\u0644\u0645\u0647\u0645\u0629 \u0641\u064a NumPy: arcsin() \u0648 arccos() \u0648 tan() \u0648 radians()\u060c \u0648\u063a\u064a\u0631\u0647\u0627. \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062a\u064f\u0641\u0636\u0644 \u0645\u0635\u0641\u0648\u0641\u0627\u062a NumPy \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0644\u0623\u0646\u0647\u0627 \u062a\u0634\u063a\u0644 \u0630\u0627\u0643\u0631\u0629 \u0623\u0642\u0644\u060c \u0643\u0645\u0627 \u0623\u0646\u0647\u0627 \u0623\u0633\u0631\u0639 \u0648\u0623\u0633\u0647\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa\">\u0633\u0645\u0627\u062a:<\/h5>\n<ol>\n<li>\u062a\u0641\u0627\u0639\u0644\u064a\u0629: Numpy \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/li>\n<li>\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a: NumPy \u064a\u0633\u0647\u0644 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u0635\u0639\u0628\u0629.<\/li>\n<li>\u0628\u062f\u064a\u0647\u064a: \u064a\u062c\u0639\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0648\u0641\u0647\u0645 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0633\u0647\u0644\u0629.<\/li>\n<li>\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0639\u0627\u0644\u064a: \u064a\u0648\u062c\u062f \u0642\u062f\u0631 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0641\u064a\u0647 \u0644\u0623\u0646\u0647 \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0647\u0646\u0627\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631.<\/li>\n<\/ol>\n<p>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 NumPy \u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0645\u0648\u062c\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629\u060c \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u062e\u0627\u0645 \u0643\u0645\u0635\u0641\u0648\u0641\u0629 \u0630\u0627\u062a \u0623\u0628\u0639\u0627\u062f N \u0645\u0646 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u062a\u0635\u0648\u0631. \u064a\u062a\u0637\u0644\u0628 \u062a\u0637\u0628\u064a\u0642 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u0639\u0631\u0641\u0629 NumPy \u0645\u0646 \u0645\u0637\u0648\u0631\u064a \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0643\u0627\u0645\u0644\u0629.<\/p>\n<h2 id=\"3-keras\">3. \u0643\u064a\u0631\u0627\u0633<\/h2>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Keras-768x223.png\"  class=\"pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Keras-768x223.png\" ><br \/>\nKeras \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062a\u064f\u0645\u0643\u0651\u0646\u0646\u0627 \u0645\u0646 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0628\u0633\u0631\u0639\u0629. \u0645\u0639 \u0627\u0632\u062f\u064a\u0627\u062f \u0634\u064a\u0648\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u062a\u064f\u0639\u062f\u0651 Keras \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0645\u062a\u0627\u0632\u064b\u0627\u060c \u0644\u0623\u0646\u0647\u0627\u060c \u0648\u0641\u0642\u064b\u0627 \u0644\u0645\u0637\u0648\u0651\u0631\u064a\u0647\u0627\u060c \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0645\u064f\u0635\u0645\u0645\u0629 \u0644\u0644\u0628\u0634\u0631\u060c \u0644\u0627 \u0644\u0644\u0622\u0644\u0627\u062a. \u062a\u062a\u0645\u062a\u0639 Keras \u0628\u0645\u0639\u062f\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0623\u0639\u0644\u0649 \u0641\u064a \u0623\u0648\u0633\u0627\u0637 \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 TensorFlow \u0623\u0648 Theano. \u064a\u064f\u0646\u0635\u062d \u0628\u062a\u062b\u0628\u064a\u062a \u0645\u064f\u062d\u0631\u0643 TensorFlow \u0627\u0644\u062e\u0644\u0641\u064a \u0642\u0628\u0644 \u062a\u062b\u0628\u064a\u062a Keras.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-2\">\u0633\u0645\u0627\u062a:<\/h5>\n<ol>\n<li>\u064a\u062a\u0645 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0643\u0644 \u0645\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u062f\u0648\u0646 \u0623\u064a \u0645\u0634\u0627\u0643\u0644.<\/li>\n<li>\u064a\u062f\u0639\u0645 Keras \u062c\u0645\u064a\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0645\u062a\u0635\u0644\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644\u060c \u0648\u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629\u060c \u0648\u0627\u0644\u0645\u062c\u0645\u0639\u0629\u060c \u0648\u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629\u060c \u0648\u0627\u0644\u0645\u0636\u0645\u0646\u0629\u060c \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643. \u0648\u064a\u0645\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u062f\u0645\u062c \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627.<\/li>\n<li>\u064a\u062a\u0645\u064a\u0632 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0644\u0640 Keras \u0628\u0623\u0646\u0647 \u0645\u0639\u0628\u0631 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u064a\u0641 \u0648\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/li>\n<li>Keras \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 Python \u064a\u0633\u0647\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ol>\n<h2 id=\"4-tensorflow\">4. \u062a\u064a\u0646\u0633\u0648\u0631 \u0641\u0644\u0648<\/h2>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/10\/tf_logo_social-768x432.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/10\/tf_logo_social-768x432.png\" ><br \/>\nTensorFlow \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u062d\u0648\u0633\u0628\u0629 \u0631\u0642\u0645\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u0637\u0648\u0651\u0631\u0647\u0627 \u0628\u0627\u062d\u062b\u0648\u0646 \u0641\u064a \u0641\u0631\u064a\u0642 Google Brain \u0627\u0644\u062a\u0627\u0628\u0639 \u0644\u0642\u0633\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u062c\u0648\u062c\u0644\u060c \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0622\u0646 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0628\u0627\u062d\u062b\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0648\u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0621 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0635\u064f\u0645\u0645\u062a TensorFlow \u0644\u062a\u0643\u0648\u0646 \u0633\u0631\u064a\u0639\u0629\u060c \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 XLA (XLA \u0623\u0648 \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0645\u064f\u0633\u0631\u0651\u0639\u060c \u0648\u0647\u0648 \u0645\u064f\u062c\u0645\u0651\u0639 \u062e\u0627\u0635 \u0628\u0645\u062c\u0627\u0644 \u0645\u064f\u062d\u062f\u062f \u0644\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u064a\u064f\u0645\u0643\u0646\u0647 \u062a\u0633\u0631\u064a\u0639 \u0646\u0645\u0627\u0630\u062c TensorFlow \u062f\u0648\u0646 \u062a\u063a\u064a\u064a\u0631 \u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0645\u0635\u062f\u0631) \u0644\u0625\u062c\u0631\u0627\u0621 \u062d\u0633\u0627\u0628\u0627\u062a \u062c\u0628\u0631 \u062e\u0637\u064a \u0633\u0631\u064a\u0639\u0629.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-3\">\u0633\u0645\u0627\u062a:<\/h5>\n<ol>\n<li>\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062c\u064a\u0628\u0629: \u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0633\u0647\u0648\u0644\u0629 \u062a\u0635\u0648\u0631 \u0623\u064a \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow \u0648\u0647\u0648 \u0623\u0645\u0631 \u063a\u064a\u0631 \u0645\u0645\u0643\u0646 \u0645\u0639 Numpy \u0623\u0648 SciKit.<\/li>\n<li>\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a: \u0625\u062d\u062f\u0649 \u0623\u0647\u0645 \u0645\u064a\u0632\u0627\u062a Tensorflow \u0647\u064a \u0645\u0631\u0648\u0646\u062a\u0647 \u0641\u064a \u0623\u062f\u0627\u0626\u0647 \u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0645\u0639\u064a\u0627\u0631\u064a \u0648\u064a\u0633\u0645\u062d \u0644\u0643 \u0628\u0628\u0646\u0627\u0621 \u0623\u062c\u0632\u0627\u0621 \u0645\u0646\u0647 \u0628\u0646\u0641\u0633\u0643.<\/li>\n<li>\u064a\u0639\u062f \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a TensorFlow \u0623\u0645\u0631\u064b\u0627 \u0628\u0633\u064a\u0637\u064b\u0627: \u064a\u0645\u0643\u0646 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0633\u0647\u0648\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0648\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0644\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629.<\/li>\n<li>\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629: \u064a\u0633\u0645\u062d \u0644\u0643 TensorFlow \u0628\u062a\u062f\u0631\u064a\u0628 \u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u0648\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0648\u0642\u062a.<\/li>\n<li>\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0645\u062c\u062a\u0645\u0639 \u0648\u0627\u0633\u0639: \u0644\u0627 \u0634\u0643 \u0623\u0646\u0647 \u0625\u0630\u0627 \u0637\u064f\u0648\u0650\u0651\u0631 \u0628\u0648\u0627\u0633\u0637\u0629 \u062c\u0648\u062c\u0644\u060c \u0641\u0647\u0646\u0627\u0643 \u0628\u0627\u0644\u0641\u0639\u0644 \u0641\u0631\u064a\u0642\u064c \u0643\u0628\u064a\u0631 \u0645\u0646 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u064a\u0639\u0645\u0644\u0648\u0646 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646\u0627\u062a\u064d \u0645\u0633\u062a\u0645\u0631\u0629\u064d \u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631\u0647. \u0623\u0641\u0636\u0644 \u0645\u0627 \u0641\u064a \u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0647\u0630\u0647 \u0647\u0648 \u0623\u0646\u0647\u0627 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0623\u064a \u0634\u062e\u0635\u064d \u0644\u062f\u064a\u0647 \u0627\u062a\u0635\u0627\u0644\u064c \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u064a\u064f\u0645\u0643\u0646\u0647 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627.<\/li>\n<\/ol>\n<h2 id=\"5-scikit-learn\">5. \u0633\u0643\u064a\u062a \u0644\u064a\u0631\u0646<\/h2>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Scikit-Learn-550x296.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Scikit-Learn-550x296.png\" ><br \/>\nScikit Learn \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u062a\u0639\u0645\u0644 \u0641\u064a \u0628\u064a\u0626\u0629 \u0628\u0627\u064a\u062b\u0648\u0646. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0645\u0639 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u064f\u0634\u0631\u0641 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u064f\u0634\u0631\u0641. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0634\u0627\u0626\u0639\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062d\u0632\u0645 NumPy \u0648Matplotlib \u0648SciPy. \u062a\u0634\u062a\u0647\u0631 Scikit Learn \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u0645\u0648\u0633\u064a\u0642\u0649 \u0639\u0644\u0649 Spotify. \u0644\u0646\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0622\u0646 \u0628\u0639\u0636 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 Scikit Learn \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644:<\/p>\n<ol>\n<li>\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0628\u0627\u062f\u0644: \u0647\u0646\u0627\u0643 \u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Scikit Learn\u060c \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0637\u0631\u064a\u0642\u0629 train_test_split\u060c \u0648cross_val_score\u060c \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643.<\/li>\n<li>\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641: \u062a\u062a\u0648\u0641\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0648\u0627\u0645\u0644\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0625\u0634\u0631\u0627\u0641.<\/li>\n<li>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a: \u064a\u0639\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u0623\u062f\u0627\u0629 \u0645\u0641\u064a\u062f\u0629 (\u0645\u062b\u0644 Bag of Words).<\/li>\n<\/ol>\n<h2 id=\"6-eli5\">6. \u0625\u064a\u0644\u064a 5<\/h2>\n<p><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"380\"  height=\"380\"  class=\"aligncenter wp-image-14606 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 380px) 100vw, 380px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5.jpg\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5.jpg 380w, https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5-300x300.jpg 300w, https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5-150x150.jpg 150w, https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5-110x110.jpg 110w, https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5-200x200.jpg 200w, https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5-255x255.jpg 255w\" ><\/p>\n<p>\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u062a\u0646\u0628\u0624\u0627\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u063a\u064a\u0631 \u0635\u062d\u064a\u062d\u0629\u060c \u0648\u062a\u0633\u0627\u0639\u062f \u0645\u0643\u062a\u0628\u0629 Eli5 Python \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u0645\u062a\u0645\u062b\u0644\u0629 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0635\u062d\u064a\u062d\u0629. \u0641\u0647\u064a \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u062a\u0635\u0648\u0631 \u062c\u0645\u064a\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u062a\u0635\u062d\u064a\u062d \u0623\u062e\u0637\u0627\u0626\u0647\u0627\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u062a\u0628\u0639 \u062c\u0645\u064a\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629. \u0645\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062f\u0639\u0645\u0647\u0627 Eli5: XGBoost\u060c \u0648lightning\u060c \u0648scikit-learn\u060c \u0648sklearn crfsuite.<\/p>\n<h5 id=\"%d8%a7%d8%ac%d8%a7%d8%b2%d9%87-%d8%af%d9%87%db%8c%d8%af-%d8%a7%da%a9%d9%86%d9%88%d9%86-%d8%af%d8%b1-%d9%85%d9%88%d8%b1%d8%af-%d8%a8%d8%b1%d8%ae%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87\">\u062f\u0639\u0648\u0646\u0627 \u0627\u0644\u0622\u0646 \u0646\u062a\u062d\u062f\u062b \u0639\u0646 \u0628\u0639\u0636 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Eli5:<\/h5>\n<ol>\n<li>ELI5 \u0647\u064a \u062d\u0632\u0645\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0641\u062d\u0635 \u0645\u064f\u0635\u0646\u0650\u0651\u0641\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0634\u0631\u062d \u062a\u0646\u0628\u0624\u0627\u062a\u0647\u0627. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0639\u0627\u062f\u0629\u064b \u0644\u062a\u0635\u062d\u064a\u062d \u0623\u062e\u0637\u0627\u0621 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 \u0645\u064f\u0635\u0646\u0650\u0651\u0641\u0627\u062a sklearn\u060c \u0648\u0645\u064f\u0635\u0646\u0650\u0651\u0641\u0627\u062a \u0645\u062b\u0644 XGBoost \u0648CatBoost \u0648Keras\u060c \u0648\u063a\u064a\u0631\u0647\u0627.<\/li>\n<li>\u064a\u0639\u062f Eli5 \u0636\u0631\u0648\u0631\u064a\u064b\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u062a\u0628\u0639\u064a\u0627\u062a \u0645\u0639 \u062d\u0632\u0645 Python \u0627\u0644\u0623\u062e\u0631\u0649.<\/li>\n<li>\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Eli5 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0642\u062f\u064a\u0645\u0629 \u0648\u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0645\u0628\u062a\u0643\u0631\u0629.<\/li>\n<\/ol>\n<h2 id=\"7-scipy\">7. \u0633\u0627\u064a\u0628\u0627\u064a<\/h2>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/SciPy.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/SciPy.png\" ><br \/>\n<span>Scipy \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0639\u0644\u0645\u064a\u0629\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0639\u062f\u062f\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 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\u0641\u0631\u0632 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0648\u0641\u0647\u0631\u0633\u062a\u0647\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u062e\u0632\u0651\u0646 SciPy \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629. \u0627\u0644\u062d\u0632\u0645 \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u0627\u0644\u0639\u062f\u064a\u062f\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0641\u064a SciPy \u0647\u064a: Cluster\u060c \u0648constant\u060c \u0648fftpack\u060c \u0648merge\u060c \u0648interpolation\u060c \u0648io\u060c \u0648linalg\u060c \u0648ndimage\u060c \u0648odr\u060c \u0648optimize\u060c \u0648signal\u060c \u0648sparse\u060c \u0648spatial\u060c \u0648eigen\u060c \u0648statistics. \u0644\u0627\u0633\u062a\u064a\u0631\u0627\u062f\u0647\u0627 \u0645\u0646 SciPy\u060c \u064a\u064f\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 &quot;from scipy import subpackage-name&quot;. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 NumPy\u060c \u0648\u0645\u0643\u062a\u0628\u0629 SciPy\u060c \u0648Matplotlib\u060c \u0648IPython\u060c \u0648Sympy\u060c \u0648Pandas \u0647\u064a \u062d\u0632\u0645 SciPy \u0623\u0633\u0627\u0633\u064a\u0629.<\/span><\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-4\">\u0633\u0645\u0627\u062a:<\/h5>\n<ol>\n<li>\u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0640 SciPy \u0647\u064a \u0623\u0646\u0647 \u0645\u0643\u062a\u0648\u0628 \u0628\u0644\u063a\u0629 NumPy \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u0635\u0641\u0648\u0641\u0627\u062a\u0647 NumPy \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/li>\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 SciPy \u0648\u062d\u062f\u0627\u062a\u0647 \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0644\u062a\u0648\u0641\u064a\u0631 \u062c\u0645\u064a\u0639 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0639\u062f\u062f\u064a \u0648\u063a\u064a\u0631 \u0630\u0644\u0643 \u0627\u0644\u0643\u062b\u064a\u0631.<\/li>\n<li>\u062c\u0645\u064a\u0639 \u0627\u0644\u062f\u0648\u0627\u0644 \u0645\u0648\u062b\u0642\u0629 \u0628\u0634\u0643\u0644 \u0634\u0627\u0645\u0644 \u0636\u0645\u0646 \u0648\u062d\u062f\u0627\u062a SciPy. \u0647\u064a\u0643\u0644 \u0628\u064a\u0627\u0646\u0627\u062a SciPy \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u0645\u0635\u0641\u0648\u0641\u0627\u062a NumPy\u060c \u0648\u064a\u062a\u0636\u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629. \u064a\u062a\u0639\u0627\u0645\u0644 SciPy \u0628\u0633\u0647\u0648\u0644\u0629 \u0645\u0639 \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 (\u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0641\u0627\u0636\u0644 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644)\u060c \u0648\u062d\u0644 \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0636\u0644\u064a\u0629 \u0627\u0644\u0639\u0627\u062f\u064a\u0629\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a.<\/li>\n<\/ol>\n<h3 id=\"8-pytorch\">8. \u0628\u0627\u064a \u062a\u0648\u0631\u0634<\/h3>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/10\/Pytorch_logo.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/10\/Pytorch_logo.png\" ><br \/>\nPyTorch \u0647\u064a \u0645\u0643\u062a\u0628\u0629 Python \u062a\u0645 \u062a\u0642\u062f\u064a\u0645\u0647\u0627 \u0644\u0623\u0648\u0644 \u0645\u0631\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 Facebook \u0641\u064a \u0639\u0627\u0645 2017 \u0648\u0627\u0644\u062a\u064a \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0642\u062f\u0631\u062a\u064a\u0646 \u0631\u0641\u064a\u0639\u062a\u064a \u0627\u0644\u0645\u0633\u062a\u0648\u0649: \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u0648\u062a\u0631 \u0627\u0644\u0645\u0639\u062c\u0644 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\u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629.<\/li>\n<li>\u0625\u0646\u0647 \u064a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u0641\u0647\u0645.<\/li>\n<li>\u064a\u0645\u0643\u0646 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u062d\u0633\u0627\u0628\u0647\u0627 \u0628\u0634\u0643\u0644 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0641\u064a \u0623\u064a \u0646\u0642\u0637\u0629 \u0623\u062b\u0646\u0627\u0621 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0641\u064a PyTorch.<\/li>\n<li>\u0641\u064a PyTorch\u060c \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0628\u0633\u064a\u0637\u064b\u0627 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0633\u0631\u064a\u0639\u0629.<\/li>\n<li>\u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 CUDA (CUDA \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0645\u0646\u0635\u0629 \u062d\u0648\u0633\u0628\u0629 \u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u0633\u0645\u062d \u0644\u0644\u0628\u0631\u0627\u0645\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0646\u0648\u0627\u0639 \u0645\u0639\u064a\u0646\u0629 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0644\u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0639\u0627\u0645\u0629 - \u0648\u0647\u0648 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0645\u0633\u0645\u0649 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0644\u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a) \u0645\u062f\u0639\u0648\u0645\u060c \u0641\u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a.<\/li>\n<\/ol>\n<h3 id=\"9-lightgbm\">9. \u0644\u0627\u064a\u062a \u062c\u064a \u0628\u064a \u0625\u0645<\/h3>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/LightGBM-550x275.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/LightGBM-550x275.png\" ><br \/>\n\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0647\u0648 \u062d\u0632\u0645\u0629 \u062a\u0639\u0644\u0651\u0645 \u0622\u0644\u064a \u0628\u0627\u0631\u0632\u0629 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0639\u0627\u062f\u0629 \u062a\u0639\u0631\u064a\u0641 \u0646\u0645\u0627\u0630\u062c \u0628\u0633\u064a\u0637\u0629 \u0645\u062b\u0644 \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631. \u0648\u0646\u062a\u064a\u062c\u0629\u064b \u0644\u0630\u0644\u0643\u060c \u062a\u062a\u0648\u0641\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u064a\u064f\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u0637\u0628\u064a\u0642 \u0637\u0631\u064a\u0642\u0629 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0647\u0630\u0647 \u0628\u0633\u0631\u0639\u0629 \u0648\u0643\u0641\u0627\u0621\u0629. \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a LightGBM \u0648XGBoost \u0648CatBoost. \u062c\u0645\u064a\u0639 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062a\u0646\u0627\u0641\u0633\u0629 \u0641\u064a \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a\u060c \u0648\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0628\u0646\u0641\u0633 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-6\">\u0633\u0645\u0627\u062a:<\/h5>\n<ol>\n<li>\u064a\u062a\u0645 \u0636\u0645\u0627\u0646 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0644\u0644\u063a\u0627\u064a\u0629.<\/li>\n<li>\u0625\u0646\u0647 \u0633\u0647\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0623\u0646\u0647 \u0628\u062f\u064a\u0647\u064a.<\/li>\n<li>\u062a\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0642\u062a\u064b\u0627 \u0623\u0637\u0648\u0644 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0629.<\/li>\n<li>\u0644\u0646 \u064a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u062e\u0637\u0623 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u064a\u0645 NaN \u0648\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649.<\/li>\n<\/ol>\n<h2 id=\"10-theano\">10. \u062b\u064a\u0627\u0646\u0648<\/h2>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Theano-768x177.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Theano-768x177.png\" ><br \/>\n\u064a\u064f\u062a\u064a\u062d \u062b\u064a\u0627\u0646\u0648\u060c \u0643\u063a\u064a\u0631\u0647 \u0645\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a\u060c \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u062a\u0639\u0628\u064a\u0631\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627 \u0648\u062a\u0642\u064a\u064a\u0645\u0647\u0627. \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0636\u062e\u0645\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629. \u064a\u0635\u0628\u062d \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0627\u0644\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0644\u063a\u0629 C \u0623\u0628\u0637\u0623 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0646 \u0646\u0627\u062d\u064a\u0629 \u0623\u062e\u0631\u0649\u060c \u064a\u064f\u0645\u0643\u0651\u0646 \u062b\u064a\u0627\u0646\u0648 \u0645\u0646 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0643\u0648\u062f \u0628\u0633\u0631\u0639\u0629 \u0628\u0641\u0636\u0644 \u0645\u0643\u062a\u0628\u062a\u0647 \u0627\u0644\u063a\u0646\u064a\u0629. \u064a\u0645\u0643\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u0639\u0628\u064a\u0631\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0648\u062a\u0642\u064a\u064a\u0645\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0623\u0643\u062b\u0631 \u0641\u0627\u0626\u062f\u0629 \u0645\u0646 NumPy.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-7\">\u0633\u0645\u0627\u062a:<\/h5>\n<ol>\n<li>\u062a\u0643\u0627\u0645\u0644 PyName: \u064a\u0645\u0643\u0646 \u0644\u0640 Theano \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a NumPy \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 Theano.<\/li>\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0634\u0641\u0627\u0641\u0629: \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0643\u062b\u064a\u0641\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629.<\/li>\n<li>\u0627\u0644\u062a\u0645\u0627\u064a\u0632 \u0627\u0644\u0631\u0645\u0632\u064a \u0627\u0644\u0641\u0639\u0627\u0644: \u064a\u0642\u0648\u0645 Theano \u0628\u0625\u062c\u0631\u0627\u0621 \u0645\u0634\u062a\u0642\u0627\u062a \u0644\u0644\u0648\u0638\u0627\u0626\u0641 \u0630\u0627\u062a \u0645\u062f\u062e\u0644 \u0648\u0627\u062d\u062f \u0623\u0648 \u0623\u0643\u062b\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0645\u0627\u064a\u0632 \u0627\u0644\u0631\u0645\u0632\u064a \u0627\u0644\u0641\u0639\u0627\u0644.<\/li>\n<li>\u0645\u064f\u062d\u0633\u0651\u0646 \u0644\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631: \u0641\u064a \u0645\u0633\u0627\u0626\u0644 \u0645\u062b\u0644 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u062d\u0644 \u0627\u0644\u0635\u062d\u064a\u062d \u0644\u0640 log(1+x) \u062d\u062a\u0649 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0642\u064a\u0645\u0629 x \u0635\u063a\u064a\u0631\u0629 \u062c\u062f\u064b\u0627\u060c \u064a\u0639\u0645\u0644 Theano \u0628\u0643\u0641\u0627\u0621\u0629. \u0648\u0647\u0630\u0627 \u062f\u0644\u064a\u0644 \u0648\u0627\u062d\u062f \u0641\u0642\u0637 \u0645\u0646 \u0628\u064a\u0646 \u0623\u062f\u0644\u0629 \u0639\u062f\u064a\u062f\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 Theano.<\/li>\n<li>\u0625\u0646\u0634\u0627\u0621 \u0643\u0648\u062f C \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a: \u064a\u0645\u0643\u0646 \u0644\u0640 Theano \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062a\u0639\u0628\u064a\u0631\u0627\u062a \u0628\u0633\u0631\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u0643\u0641\u0627\u0621\u0629.<\/li>\n<li>\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0634\u0627\u0645\u0644 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0622\u0644\u064a: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f Theano \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0634\u062e\u064a\u0635 \u0623\u0646\u0648\u0627\u0639 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u0627\u0644\u063a\u0645\u0648\u0636 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0634\u0627\u0645\u0644 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0622\u0644\u064a.<\/li>\n<\/ol>\n<h2 id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\">\u0646\u062a\u064a\u062c\u0629<\/h2>\n<p>\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0642\u062f \u0648\u062c\u062f\u062a \u062a\u0637\u0628\u064a\u0642\u064b\u0627 \u0648\u0627\u0633\u0639\u064b\u0627 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0648\u0646\u0638\u0631\u064b\u0627 \u0644\u0643\u0648\u0646\u0647\u0627 \u0644\u063a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649\u060c \u0648\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0627\u0644\u0643\u062a\u0627\u0628\u0629\u060c \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u0634\u0647\u062f \u062a\u0648\u0633\u0639\u064b\u0627 \u0633\u0631\u064a\u0639\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621. \u0648\u064a\u062a\u0632\u0627\u064a\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0645\u062b\u0644 \u064a\u0648\u062a\u064a\u0648\u0628 \u0648\u062f\u0631\u0648\u0628\u0648\u0643\u0633\u060c \u0648\u063a\u064a\u0631\u0647\u0627. \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u0645\u0639 \u062a\u0648\u0641\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u0646\u0641\u064a\u0630 \u0645\u0647\u0627\u0645 \u0645\u062a\u0646\u0648\u0639\u0629 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