Artificial Intelligence (AI) and Machine Learning (ML)
Artificial Intelligence (AI) and Machine Learning (ML) refer to a broad set of computational techniques that enable machines to perform tasks that typically require human intelligence, such as learning, reasoning, perception, decision-making, and language understanding.
Artificial Intelligence is the overarching field focused on building systems that can simulate intelligent behavior. These systems are designed to analyze data, recognize patterns, adapt to new information, and act autonomously or semi-autonomously. AI encompasses areas such as natural language processing, computer vision, robotics, expert systems, and intelligent decision support.
Machine Learning is a core subset of AI that emphasizes data-driven learning. Instead of being explicitly programmed with fixed rules, ML algorithms learn from historical data to identify patterns and make predictions or decisions. Common ML approaches include supervised learning, unsupervised learning, semi-supervised learning, and reinforcement learning. Advanced techniques such as deep learning use multi-layered neural networks to handle complex tasks like image recognition, speech processing, and autonomous control.
Together, AI and ML play a transformative role across sectors including healthcare, agriculture, finance, manufacturing, transportation, energy, and environmental monitoring. They enable predictive analytics, automation, optimization, and intelligent insights, supporting faster decision-making, improved efficiency, and innovative solutions to complex real-world problems.
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