{"id":90,"date":"2026-03-09T19:58:08","date_gmt":"2026-03-09T17:58:08","guid":{"rendered":"https:\/\/www.goai.ro\/cursuri\/curs\/goai-curs-data-science\/"},"modified":"2026-09-29T05:08:24","modified_gmt":"2026-09-29T02:08:24","slug":"goai-curs-data-science","status":"publish","type":"product","link":"https:\/\/www.goai.ro\/cursuri\/curs\/goai-curs-data-science\/","title":{"rendered":"Curs Data Science \u0219i Machine Learning"},"content":{"rendered":"<p><strong>Curs Data Science \u0219i Machine Learning<\/strong> este programul complet de 20 de capitole care v\u0103 introduce \u00een lumea analizei de date \u0219i a inteligen\u021bei artificiale aplicate. Cursul acoper\u0103 \u00eentregul ecosistem <a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/curs-python-complet\/\">Python<\/a> pentru data science, de la NumPy \u0219i Pandas p\u00e2n\u0103 la algoritmi avansa\u021bi de Machine Learning.<\/p>\n<p>Ve\u021bi urma metodologia CRISP-DM, standardul industrial pentru proiecte de data science, \u0219i ve\u021bi lucra cu seturi de date reale pentru a dob\u00e2ndi experien\u021b\u0103 practic\u0103 autentic\u0103.<\/p>\n<h2>Curs Data Science \u0219i Machine Learning: 20 de capitole<\/h2>\n<p>Data Science combin\u0103 statistic\u0103, programare \u0219i expertiz\u0103 de domeniu pentru a extrage informa\u021bii valoroase din date. Este una dintre cele mai c\u0103utate specializ\u0103ri din IT, cu oportunit\u0103\u021bi de carier\u0103 excelente \u0219i remunera\u021bie pe m\u0103sur\u0103.<\/p>\n<p>Cursul este g\u00e2ndit pentru a v\u0103 transforma din cineva cu cuno\u0219tin\u021be de baz\u0103 Python \u00een un data scientist capabil s\u0103 gestioneze proiecte complete de analiz\u0103 \u0219i modelare a datelor.<\/p>\n<h2>Ce ve\u021bi \u00eenv\u0103\u021ba<\/h2>\n<ul>\n<li>Ecosistemul Python pentru data science: Jupyter Notebook, Google Colab \u0219i medii virtuale<\/li>\n<li>NumPy: opera\u021bii pe array-uri, algebr\u0103 liniar\u0103 \u0219i func\u021bii statistice<\/li>\n<li>Pandas: manipularea, cur\u0103\u021barea \u0219i analiza datelor tabelare<\/li>\n<li>Matplotlib \u0219i Seaborn: vizualizarea datelor \u0219i crearea graficelor profesionale<\/li>\n<li>Scikit-learn: algoritmi de clasificare, regresie \u0219i clustering<\/li>\n<li>Re\u021bele neuronale \u0219i Deep Learning cu TensorFlow\/Keras<\/li>\n<li>Procesarea limbajului natural (NLP) \u0219i analiza textelor<\/li>\n<li>Implementarea \u0219i deploymentul modelelor ML \u00een produc\u021bie<\/li>\n<\/ul>\n<h2>Structura cursului<\/h2>\n<h3>Fundamente \u0219i instrumente<\/h3>\n<p>Cursul \u00eencepe cu configurarea mediului de lucru \u0219i familiarizarea cu Jupyter Notebook \u0219i Google Colab. Ve\u021bi \u00een\u021belege procesul CRISP-DM \u0219i ve\u021bi explora oportunit\u0103\u021bile de carier\u0103 \u00een data science.<\/p>\n<h3>Manipularea datelor cu NumPy \u0219i Pandas<\/h3>\n<p>NumPy ofer\u0103 opera\u021bii vectorizate eficiente pe array-uri multidimensionale, iar Pandas simplific\u0103 manipularea datelor tabelare. Ve\u021bi lucra cu citirea datelor din diverse surse, cur\u0103\u021barea \u0219i transformarea seturilor de date.<\/p>\n<h3>Vizualizare \u0219i analiz\u0103 exploratorie<\/h3>\n<p>Vizualizarea datelor este esen\u021bial\u0103 pentru \u00een\u021belegerea distribu\u021biilor, identificarea outlierilor \u0219i comunicarea rezultatelor. Ve\u021bi crea grafice profesionale \u0219i interactive cu Matplotlib \u0219i Seaborn.<\/p>\n<h3>Machine Learning aplicat<\/h3>\n<p>Ve\u021bi implementa algoritmi de regresie, clasificare, clustering \u0219i reducere a dimensionalit\u0103\u021bii. Fiecare algoritm este explicat conceptual \u0219i implementat practic cu Scikit-learn pe seturi de date reale.<\/p>\n<h2>Cui se adreseaz\u0103 acest curs<\/h2>\n<ul>\n<li>Programatori Python care doresc s\u0103 treac\u0103 \u00een data science<\/li>\n<li>Anali\u0219ti de date care vor s\u0103 automatizeze \u0219i s\u0103 aprofundeze analiza<\/li>\n<li>Studen\u021bi \u0219i absolven\u021bi care preg\u0103tesc o carier\u0103 \u00een AI sau ML<\/li>\n<li>Manageri tehnici care doresc s\u0103 \u00een\u021beleag\u0103 fundamentele data science<\/li>\n<\/ul>\n<h2>De ce s\u0103 alege\u021bi acest curs<\/h2>\n<p>Cursul urm\u0103re\u0219te un fir narativ coerent, fiecare capitol construind pe cel anterior. Ve\u021bi lucra cu seturi de date reale \u0219i ve\u021bi rezolva probleme autentice din diverse industrii.<\/p>\n<p>La finalul cursului, ve\u021bi putea gestiona un proiect de data science de la cap\u0103t la cap\u0103t: de la colectarea \u0219i cur\u0103\u021barea datelor p\u00e2n\u0103 la antrenarea modelelor \u0219i interpretarea rezultatelor.<\/p>\n<h2>Cursuri complementare recomandate<\/h2>\n<p>Pentru a aprofunda cunostintele, va recomandam urmatoarele cursuri din platforma <a href=\"https:\/\/www.goai.ro\">GOAI<\/a>:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/curs-python-complet\/\">Curs Python Complet<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/goai-curs-automatizari-ai\/\">Curs Complet Automatizari cu AI 2026<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/goai-curs-ai-business\/\">Curs AI pentru Business 2026<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/curs-complet-prompt-engineering\/\">Curs Complet Prompt Engineering<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/goai-curs-mysql\/\">Curs MySQL si Baze de Date<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/goai-curs-claude-ai\/\">Ghid Complet Claude AI<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/curs-javascript-complet\/\">Curs JavaScript Complet<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/goai-curs-api-backend\/\">Curs API si Backend Development 2026<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/goai-curs-typescript\/\">Curs TypeScript 2026<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/cursuri\/curs\/curs-marketing-digital\/\">Curs Marketing Digital<\/a><\/li>\n<\/ul>\n<h3>Articole si resurse utile pe goai.ro<\/h3>\n<ul>\n<li><a href=\"https:\/\/www.goai.ro\/ce-este-claude-ai-si-cum-se-foloseste\/\">Ce este Claude AI<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/google-ai-si-impactul-sau-asupra-seo\/\">Google AI si impactul asupra SEO<\/a><\/li>\n<li><a href=\"https:\/\/www.goai.ro\/ghid-pentru-instalarea-si-configurarea-docker-pe-linux\/\">Instalarea Docker pe Linux<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p><strong>Curs Data Science \u0219i Machine Learning<\/strong> este programul complet de 20 de capitole care v\u0103 introduce \u00een lumea analizei de date \u0219i a inteligen\u021bei artificiale aplicate.<\/p>\n<p>Cursul acoper\u0103 \u00eentregul ecosistem Python pentru data science, de la NumPy \u0219i Pandas p\u00e2n\u0103 la algoritmi avansa\u021bi de Machine Learning.<\/p>\n","protected":false},"featured_media":356,"template":"","meta":[],"product_brand":[28],"product_cat":[34],"product_tag":[],"class_list":["post-90","product","type-product","status-publish","has-post-thumbnail","product_brand-goai","product_cat-inteligenta-artificiala","entry","has-media","first","instock","downloadable","virtual","purchasable","product-type-simple"],"yoast_head":"<!-- This site is optimized 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