Data & AI Exam Syllabuses

Foundations of artificial intelligence covering intelligent agents, search, knowledge representation, reasoning, machine learning, and AI applications.

Analyze and visualize data to support decision-making using analytical tools and techniques across the full analytics lifecycle.

A comprehensive study of neural networks and modern deep learning, spanning foundations, CNNs, sequence models, transformers, generative models, and production frameworks.

Google's career certificate teaching entry-level data analytics through spreadsheets, SQL, R programming, and Tableau across the full analysis workflow.

A comprehensive, hands-on path from relational fundamentals and SQL querying to data modeling, indexing, query optimization, transactions, administration, and modern scaling and analytics platforms.