Machine Learning Alignment focuses on ensuring that AI systems act in accordance with human values and intentions, which is crucial for preventing unintended consequences as AI becomes more autonomous and powerful. It involves aligning the objectives and behaviors of AI models with ethical standards and societal norms to ensure beneficial outcomes for humanity.