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<p>This book is a comprehensive, cutting-edge guide designed to educate readers on the essentials of artificial intelligence (AI) and machine learning (ML), while emphasizing the crucial aspects of security, ethics, and privacy. ....

Ethical Development , International Collaboration , Historical Development , Ai Development , Artificial Intelligence , Machine Learning , Ethical Concerns , Assessing Applications , Two Categories , Capability Based Types , Tackle Real World Challenges , Ethical Implications , Future Trends , Emerging Developments , Algorithm Selection Exercise , Matching Scenarios , Appropriate Machine Learning Techniques , Optimized Hardware , Large Language Models , Language Models , Revolutionizing Natural Language Processing , Revolutionary Step , Hugging Face , Against Model Stealing , Inference Attacks , Inversion Attacks ,