For beginners interested in number theory, several free resources are available, including an online book by Shoup and Euclid's texts, particularly Books 7-9. Key topics for beginners include gcd, prime factorization, modular arithmetic, and Fermat's Little Theorem. While some participants recommend more advanced materials by Milne, they acknowledge that these may not be suitable for absolute beginners. The discussion emphasizes the importance of quality textbooks for a thorough understanding, despite the availability of free resources. Overall, while free materials can be helpful, investing in good textbooks is encouraged for deeper learning in number theory.