Hello aspirant, some of the best books to learn Machine learning are-

• Machine Learning For Absolute Beginners: A Plain English Introduction (2nd Edition)
• Machine Learning (in Python and R) For Dummies (1st Edition)
• Machine Learning for Hackers: Case Studies and Algorithms to Get You Started (1st Edition)
• Machine Learning: The New AI (The MIT Press Essential Knowledge Series)

Thank you.