1: Can beginners learn AI without advanced math or computer science degrees?
A: Yes, high school algebra and statistics provide sufficient foundation for most AI applications and entry-level positions.
2: How long does it take to learn AI from scratch in 2025?
A: With structured approach, expect 3-6 months for basics and 1-2 years for professional-level skills with consistent practice.
3: Which programming language should AI beginners start with first?
A: Python dominates AI development due to simplicity and extensive libraries like NumPy, Pandas, and frameworks.
4: What salary can new AI professionals expect in their first job?
A: Junior machine learning engineers average $116,729 annually, well above typical entry-level technology positions nationwide.
5: Should beginners choose TensorFlow or PyTorch for learning AI frameworks?
A: PyTorch suits research and experimentation while TensorFlow works better for production deployment and business applications.
