Professional Certificate in Web Scraping for Machine Learning
-- ViewingNowThe Professional Certificate in Web Scraping for Machine Learning is a crucial course designed to meet the growing industry demand for data-skilled professionals. This program empowers learners with essential skills to extract, clean, and transform web data for machine learning models and data analysis.
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โข Introduction to Web Scraping: Basics of web scraping, different scraping techniques, ethical considerations, and legal aspects.
โข HTML & CSS Basics: Understanding HTML tags, CSS selectors, and DOM structure.
โข Python for Web Scraping: Python basics, popular libraries (BeautifulSoup, Scrapy, Selenium), and using APIs.
โข Data Cleaning & Preprocessing: Handling missing data, data normalization, and preparing data for machine learning.
โข Machine Learning Overview: Introduction to machine learning, algorithms, and model evaluation.
โข Supervised Learning with Web Scraped Data: Building predictive models using supervised learning techniques.
โข Unsupervised Learning with Web Scraped Data: Clustering, dimensionality reduction, and anomaly detection with unsupervised learning.
โข Deep Learning for Web Scraping: Introduction to deep learning, neural networks, and using web scraped data for training.
โข Web Scraping Best Practices & Advanced Techniques: Advanced scraping techniques, handling JavaScript, and best practices for efficient scraping.
โข Web Scraping Projects: Hands-on experience in web scraping projects, real-world case studies, and machine learning applications.
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