{"id":110792,"date":"2025-05-27T13:13:13","date_gmt":"2025-05-27T08:43:13","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/how-to-become-a-machine-learning-engineer-from-scratch-di9\/"},"modified":"2025-05-27T13:13:13","modified_gmt":"2025-05-27T08:43:13","slug":"how-to-become-a-machine-learning-engineer-from-scratch-di9","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/how-to-become-a-machine-learning-engineer-from-scratch-di9\/","title":{"rendered":"\ud83e\udde0 \u0646\u062d\u0648\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646 \u0628\u0647 \u0645\u0647\u0646\u062f\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (\u0627\u0632 \u0627\u0628\u062a\u062f\u0627)"},"content":{"rendered":"<div data-article-id=\"2532272\" id=\"article-body\">\n<p>\u0633\u0644\u0627\u0645 \u0645\u0631\u062f\u0645\u06cc<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0634\u0645\u0627 \u062f\u06cc\u062f\u0647 \u0627\u06cc\u062f \u06a9\u0647 AI \u0627\u062e\u06cc\u0631\u0627\u064b \u06a9\u0627\u0631\u0647\u0627\u06cc \u0648\u062d\u0634\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f &#8211; \u0645\u0642\u0627\u0644\u0647 \u0647\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u060c \u0633\u0627\u062e\u062a \u0647\u0646\u0631 \u060c \u062d\u062a\u06cc \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc &#8211; \u0648 \u0627\u06a9\u0646\u0648\u0646 \u062a\u0639\u062c\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u062f: &#8220;\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u0648\u0627\u0631\u062f \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0634\u0648\u0645 \u0648 \u0628\u0647 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u0645\u061f&#8221;<\/p>\n<p>\u062e\u0628\u0631 \u062e\u0648\u0628: \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0628\u0647 \u0645\u062f\u0631\u06a9 \u062f\u06a9\u062a\u0631\u06cc \u06cc\u0627 \u0631\u06cc\u0627\u0636\u06cc \u0641\u0627\u0646\u062a\u0632\u06cc \u0627\u062d\u062a\u06cc\u0627\u062c \u0646\u062f\u0627\u0631\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u060c \u0645\u0646 \u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u060c \u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f \u0648 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0633\u0627\u062e\u062a \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u062c\u0627\u0644\u0628 \u0631\u0627 ASAP \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f \u060c \u062a\u062c\u0632\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0645. \ud83d\ude80<\/p>\n<p>\ud83e\udde9 \u0645\u0647\u0646\u062f\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0686\u0647 \u06a9\u0627\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f\u061f<br \/>\u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML) \u0633\u06cc\u0633\u062a\u0645\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f. \u0634\u0645\u0627 \u0641\u0642\u0637 \u062f\u0631 \u062d\u0627\u0644 \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0646\u06cc\u0633\u062a\u06cc\u062f &#8211; \u0634\u0645\u0627 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u0633\u062a\u0642\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u0642\u06cc\u0627\u0633 \u0645\u06cc \u062f\u0647\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u0627 \u0634\u0645\u0627 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f:<\/p>\n<p>pre \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/p>\n<p>\ud83c\udfd7 \u0622\u0645\u0648\u0632\u0634 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062f\u0644<\/p>\n<p>\ud83e\uddea \u0622\u0632\u0645\u0627\u06cc\u0634<\/p>\n<p>\ud83d\ude80 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 (MLOPS)<\/p>\n<p>\ud83d\udee0 \u06a9\u062f \u0633\u0637\u062d \u062a\u0648\u0644\u06cc\u062f<\/p>\n<p>\u0634\u0645\u0627 \u062f\u0631 \u062a\u0642\u0627\u0637\u0639 \u0645\u0647\u0646\u062f\u0633\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0648 \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0646\u0634\u06cc\u0646\u06cc\u062f.<\/p>\n<p>\ud83d\uddfa \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646 \u0628\u0647 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 ML<\/p>\n<ol>\n<li>Python \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f (\u0627\u06af\u0631 \u0642\u0628\u0644\u0627\u064b \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0646\u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f) Python Lingua Franca ML \u0627\u0633\u062a.<\/li>\n<\/ol>\n<p>\u0634\u0631\u0648\u0639 \u0628\u0627:<\/p>\n<p>\u062f\u0648\u0631\u0647 Crash Python \u062a\u0648\u0633\u0637 \u0627\u0631\u06cc\u06a9 \u0645\u0627\u062a\u0632<\/p>\n<p>\u0622\u0645\u0648\u0632\u0634 Python YouTube FreecodeCamp<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<p>\u0644\u06cc\u0633\u062a \u0647\u0627 \u060c \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0647\u0627<\/p>\n<p>\u062d\u0644\u0642\u0647 \u0647\u0627 \u0648 \u0634\u0631\u0637 \u0628\u0646\u062f\u06cc \u0647\u0627<\/p>\n<p>\u062a\u0648\u0627\u0628\u0639 \u0648 \u06a9\u0644\u0627\u0633\u0647\u0627<\/p>\n<p>\u067e\u0631\u0648\u0646\u062f\u0647 I\/O<\/p>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 (Numpy \u060c Pandas)<\/p>\n<ol>\n<li>\u0631\u06cc\u0627\u0636\u06cc \u0628\u0631\u0627\u06cc ML (\u0627\u0645\u0627 \u0648\u062d\u0634\u062a \u0646\u06a9\u0646\u06cc\u062f!) \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 ML \u0646\u062f\u0627\u0631\u06cc\u062f \u060c \u0627\u0645\u0627 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0622\u0646 \u0631\u0627\u062d\u062a \u0628\u0627\u0634\u06cc\u062f:<\/li>\n<\/ol>\n<p>\ud83e\uddee \u062c\u0628\u0631 \u062e\u0637\u06cc (\u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u060c \u0645\u0627\u062a\u0631\u06cc\u0633)<\/p>\n<p>\ud83d\udcca \u0627\u062d\u062a\u0645\u0627\u0644 \u0648 \u0622\u0645\u0627\u0631<\/p>\n<p>\ud83e\udde0 \u0645\u062d\u0627\u0633\u0628\u0647 (\u0645\u0634\u062a\u0642\u0627\u062a \u0627\u0633\u0627\u0633\u06cc \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u0628\u0647 \u067e\u0634\u062a)<\/p>\n<p>\u0645\u0646\u0627\u0628\u0639:<\/p>\n<p>\u0622\u06a9\u0627\u062f\u0645\u06cc \u062e\u0627\u0646 (\u0631\u0627\u06cc\u06af\u0627\u0646)<\/p>\n<p>&#8220;\u062c\u0648\u0647\u0631 \u062c\u0628\u0631 \u062e\u0637\u06cc&#8221; 3Blue1brown&#39;s &#8220;<\/p>\n<p>StatQuest \u062f\u0631 YouTube<\/p>\n<ol>\n<li>\u0645\u0641\u0627\u0647\u06cc\u0645 ML \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f:<\/li>\n<\/ol>\n<p>\u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc<\/p>\n<p>\u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9<\/p>\n<p>\u062f\u0631\u062e\u062a\u0627\u0646 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc<\/p>\n<p>\u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc<\/p>\n<p>\u06a9\u0646\u06af\u0631\u0647<\/p>\n<p>SVM<\/p>\n<p>\u0633\u067e\u0633 \u06a9\u0627\u0648\u0634 \u06a9\u0646\u06cc\u062f:<\/p>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a (K-Means \u060c PCA)<\/p>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc)<\/p>\n<p>NLP \u060c \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0648 \u063a\u06cc\u0631\u0647<\/p>\n<p>\ud83d\udcda \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p>\u062f\u0648\u0631\u0647 Crash Google&#39;s ML<\/p>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0633\u062a\u06cc \u0628\u0627 Scikit-Learn \u060c Keras \u0648 Tensorflow \u062a\u0648\u0633\u0637 Aur\u00e9lien G\u00e9ron<\/p>\n<ol>\n<li>\u062f\u0633\u062a\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627 \u06a9\u062b\u06cc\u0641 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ol>\n<p>\u0627\u06cc\u062f\u0647 \u0647\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc:<\/p>\n<p>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0642\u06cc\u0645\u062a \u0645\u0633\u06a9\u0646 (\u0631\u06af\u0631\u0633\u06cc\u0648\u0646)<\/p>\n<p>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u067e\u06cc\u0627\u0645 \u06a9\u0648\u062a\u0627\u0647 SPAM \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 HAM (NLP)<\/p>\n<p>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0628\u0642\u0627\u06cc \u062a\u0627\u06cc\u062a\u0627\u0646\u06cc\u06a9 (Kaggle)<\/p>\n<p>\u0645\u06cc\u0627\u0646\u06cc:<\/p>\n<p>\u0631\u062f\u06cc\u0627\u0628 \u0627\u062e\u0628\u0627\u0631 \u062c\u0639\u0644\u06cc<\/p>\n<p>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u062a\u0635\u0648\u06cc\u0631 (\u06af\u0631\u0628\u0647 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0633\u06af)<\/p>\n<p>\u0633\u06cc\u0633\u062a\u0645 \u062a\u0648\u0635\u06cc\u0647 \u0641\u06cc\u0644\u0645<\/p>\n<p>\u0646\u06a9\u062a\u0647 \u062d\u0631\u0641\u0647 \u0627\u06cc: \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 GitHub \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0648 \u067e\u0633\u062a \u0647\u0627\u06cc \u0648\u0628\u0644\u0627\u06af \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646\u0647\u0627 \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f. \u06a9\u0627\u0631\u0641\u0631\u0645\u0627\u06cc\u0627\u0646 \u0622\u0646 \u0631\u0627 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u0646\u062f. \ud83d\udcbc<\/p>\n<ol>\n<li>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (\u062f\u0631 \u0635\u0648\u0631\u062a \u0622\u0645\u0627\u062f\u0647 \u0634\u062f\u0646) \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0627 ML \u0627\u0633\u0627\u0633\u06cc \u0631\u0627\u062d\u062a \u0647\u0633\u062a\u06cc\u062f \u060c \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0628\u0631\u0648\u06cc\u062f.<\/li>\n<\/ol>\n<p>\u0634\u0631\u0648\u0639 \u0628\u0627:<\/p>\n<p>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062a\u063a\u0630\u06cc\u0647 \u0627\u06cc<\/p>\n<p>CNN (\u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631)<\/p>\n<p>RNNS \/ LSTM (\u0628\u0631\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc)<\/p>\n<p>\u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627:<\/p>\n<p>\u062a\u0627\u0646\u0633\u0648\u0631 \u067e\u0631<\/p>\n<p>Pytorch (\u0628\u0647 \u0637\u0648\u0631 \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u0635\u0646\u0639\u062a \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647)<\/p>\n<p>\u062f\u0648\u0631\u0647 \u0647\u0627\u06cc \u062f\u0648\u0631\u0647:<\/p>\n<p>Deeplearning.ai \u062a\u062e\u0635\u0635 (Coursera)<\/p>\n<p>fast.ai<\/p>\n<ol>\n<li>\u062f\u0631\u06a9 MLOP \u0647\u0627 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \ud83d\udee0 ML \u062a\u0627 \u0632\u0645\u0627\u0646 \u062a\u0648\u0644\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u0646\u0645\u06cc \u0634\u0648\u062f. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc:<\/li>\n<\/ol>\n<p>\u06a9\u0646\u062a\u0631\u0644 \u0646\u0633\u062e\u0647 (GIT)<\/p>\n<p>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 (Flask\/Fastapi + Docker)<\/p>\n<p>\u0631\u062f\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644 (MLFlow)<\/p>\n<p>\u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0647\u0627\u06cc \u0627\u0628\u0631\u06cc (GCP \u060c AWS \u06cc\u0627 Azure)<\/p>\n<p>\u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 FastAPI \u2192 Docker \u2192 Render.com \u06cc\u0627 \u0628\u063a\u0644 \u06a9\u0631\u062f\u0646 \u0641\u0636\u0627\u0647\u0627\u06cc \u0635\u0648\u0631\u062a \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u062f.<\/p>\n<ol>\n<li>\u0645\u0634\u0627\u0631\u06a9\u062a \u060c \u0647\u0645\u06a9\u0627\u0631\u06cc \u0648 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \ud83d\udd0d \ud83d\udcac \u0628\u0647 \u062c\u0648\u0627\u0645\u0639 \u0628\u067e\u06cc\u0648\u0646\u062f\u06cc\u062f:<\/li>\n<\/ol>\n<p>R\/Machinelearning<\/p>\n<p>\u06a9\u0644\u0647 \u0632\u062f\u0646<\/p>\n<p>Discords ML \/ Slack<\/p>\n<p>dev.to (\u0628\u062f\u06cc\u0647\u06cc \u0627\u0633\u062a \ud83d\ude09)<\/p>\n<p>\ud83d\udee0 \u0628\u0647 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u06a9\u0645\u06a9 \u06a9\u0646\u06cc\u062f<br \/>\ud83d\udcbc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u0648\u0632\u06cc \u060c \u0628\u0648\u0631\u0633 \u0647\u0627\u06cc \u062a\u062d\u0635\u06cc\u0644\u06cc \u06cc\u0627 \u06a9\u0645\u06a9 \u0628\u0647 \u0627\u0633\u062a\u0627\u0631\u062a\u0627\u067e \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0646\u06cc\u062f<br \/>\ud83e\uddd1\u200d\ud83d\udcbb \u062f\u0631 \u0635\u0648\u0631\u062a \u0627\u0645\u06a9\u0627\u0646 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc ML \u0622\u0632\u0627\u062f<\/p>\n<p>\u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a\u0627\u0631\u062a 6 \u0645\u0627\u0647\u0647<br \/>\u062a\u0645\u0631\u06a9\u0632 \u0645\u0627\u0647<br \/>1 \u067e\u0627\u06cc\u062a\u0648\u0646 + \u0631\u06cc\u0627\u0636\u06cc \u0627\u0633\u0627\u0633\u06cc<br \/>2 \u067e\u0627\u0646\u062f\u0627 + Numpy + Scikit-Learn<br \/>3 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u0635\u0644\u06cc ML<br \/>4 \u067e\u0631\u0648\u0698\u0647 \u0633\u0627\u062e\u062a<br \/>5 \u0645\u0642\u062f\u0645\u0647 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Pytorch)<br \/>6 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 + \u0631\u0632\u0648\u0645\u0647 + \u0646\u0645\u0648\u0646\u0647 \u06a9\u0627\u0631\u0647\u0627 GitHub<\/p>\n<p>thoughts \u0627\u0641\u06a9\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc<br \/>\u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646 \u0628\u0647 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 ML \u0622\u0633\u0627\u0646 \u0646\u06cc\u0633\u062a &#8211; \u0627\u0645\u0627 \u06a9\u0627\u0645\u0644\u0627\u064b \u0642\u0627\u0628\u0644 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a. \u06a9\u0648\u0686\u06a9 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f \u060c \u0645\u0648\u0627\u062f \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627\u0634\u06cc\u062f. \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0647 \u0633\u0631\u0639\u062a \u062f\u0631 \u062d\u0627\u0644 \u062a\u062d\u0648\u0644 \u0627\u0633\u062a \u060c \u0627\u0645\u0627 \u0634\u0645\u0627 \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f.<\/p>\n<p>\u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0628\u062f\u0627\u0646\u06cc\u062f. \u0634\u0645\u0627 \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0646\u0638\u0631\u0627\u062a \u0628\u0647 \u0645\u0646 \u0627\u0637\u0644\u0627\u0639 \u062f\u0647\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0686\u0647 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0647\u0633\u062a\u06cc\u062f. \ud83d\udc47<\/p>\n<p>\u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u0645\u0628\u0627\u0631\u06a9! \ud83d\udee0<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0633\u0644\u0627\u0645 \u0645\u0631\u062f\u0645\u06cc \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0634\u0645\u0627 \u062f\u06cc\u062f\u0647 \u0627\u06cc\u062f \u06a9\u0647 AI \u0627\u062e\u06cc\u0631\u0627\u064b \u06a9\u0627\u0631\u0647\u0627\u06cc \u0648\u062d\u0634\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f &#8211; \u0645\u0642\u0627\u0644\u0647 \u0647\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u060c \u0633\u0627\u062e\u062a \u0647\u0646\u0631 \u060c \u062d\u062a\u06cc \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc &#8211; \u0648 \u0627\u06a9\u0646\u0648\u0646 \u062a\u0639\u062c\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u062f: &#8220;\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u0648\u0627\u0631\u062f \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0634\u0648\u0645 \u0648 \u0628\u0647 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u0645\u061f&#8221; \u062e\u0628\u0631 \u062e\u0648\u0628: \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0628\u0647 \u0645\u062f\u0631\u06a9 \u062f\u06a9\u062a\u0631\u06cc \u06cc\u0627 \u0631\u06cc\u0627\u0636\u06cc &hellip;<\/p>\n","protected":false},"author":2,"featured_media":110793,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-110792","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/110792","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=110792"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/110792\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/110793"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=110792"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=110792"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=110792"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}