{"id":121350,"date":"2025-06-17T17:12:54","date_gmt":"2025-06-17T17:12:54","guid":{"rendered":"https:\/\/business.udemy.com\/?post_type=learning-path&#038;p=121350"},"modified":"2025-06-17T17:12:54","modified_gmt":"2025-06-17T17:12:54","slug":"generative-ai-for-data-science","status":"publish","type":"learning-path","link":"https:\/\/business.udemy.com\/learning-path\/generative-ai-for-data-science\/","title":{"rendered":"Generative AI for Data Science"},"featured_media":0,"template":"","meta":{"_acf_changed":false,"_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","jv_blocks_editor_width":"","_genesis_block_theme_hide_title":false},"class_list":["post-121350","learning-path","type-learning-path","status-publish","hentry","post","without-featured-image"],"acf":{"category":"Technical Professionals","title":"Generative AI for Data Science","heading_paragraph":"<p>This starter learning path equips data scientists with practical skills in leveraging ChatGPT for data analysis, machine learning, and advanced data wrangling. It covers foundational and advanced concepts in generative AI, deep learning, LLM-powered application development, fine-tuning with Hugging Face, RAG, vector embeddings, multi-agent systems, and ethical considerations in AI and data science.<\/p>\n","description_paragraph":"<h3>Learning objectives:<\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Apply ChatGPT and generative AI tools to accelerate data exploration, cleaning, feature engineering, and machine learning workflows in Python.<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Develop, fine-tune, and deploy LLM-powered applications using frameworks such as Hugging Face, LangChain, and OpenAI APIs.<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Master advanced techniques in deep learning, including neural networks, transformers, and multimodal LLMs for diverse data science tasks.<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Implement Retrieval-Augmented Generation (RAG) systems and utilize vector embeddings and databases to enhance LLM application performance.<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Evaluate and address ethical challenges in data science and AI, including data stewardship, algorithmic bias, and responsible use of generative models.<\/li>\n<\/ul>\n<h3>Target audience:<\/h3>\n<p>This path is designed for data scientists, machine learning engineers, and analytics professionals seeking to integrate generative AI and LLMs into their workflows. It is also suitable for Python developers and technical practitioners interested in building, fine-tuning, and deploying advanced AI solutions with a strong ethical foundation.<\/p>\n","best_for":false,"skills":[{"skill":"Prompt engineering with ChatGPT"},{"skill":"Data wrangling and EDA automation"},{"skill":"Machine learning and deep learning with Python"},{"skill":"LLM application development"},{"skill":"Fine-tuning and quantization of LLMs"},{"skill":"Hugging Face model deployment"},{"skill":"Retrieval-Augmented Generation (RAG)"},{"skill":"Vector embeddings and vector databases"},{"skill":"Multi-agent AI system design"},{"skill":"AI and data ethics"}]},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Generative AI for Data Science - Udemy Business<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/business.udemy.com\/es-419\/learning-path\/generative-ai-for-data-science\/\" \/>\n<meta property=\"og:locale\" content=\"es_MX\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Generative AI for Data Science\" \/>\n<meta property=\"og:url\" content=\"https:\/\/business.udemy.com\/learning-path\/generative-ai-for-data-science\/\" \/>\n<meta property=\"og:site_name\" content=\"Udemy Business\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/udemy\" \/>\n<meta property=\"og:image\" content=\"https:\/\/business.udemy.com\/wp-content\/uploads\/2023\/06\/udemy-business-organic-social-share-1200x630-refresh-2.png.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@udemy\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/business.udemy.com\\\/learning-path\\\/generative-ai-for-data-science\\\/\",\"url\":\"https:\\\/\\\/business.udemy.com\\\/learning-path\\\/generative-ai-for-data-science\\\/\",\"name\":\"Generative AI for Data Science - 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