ML vs AI
Machine learning and AI (Artificial Intelligence) are closely related but not interchangeable terms. Here's an overview of their differences:
Machine Learning: Machine learning is a subset of AI that focuses on enabling computers to learn and make predictions or decisions without being explicitly programmed. It involves the development of algorithms and statistical models that allow machines to automatically learn from data, identify patterns, and make informed decisions or predictions.
In machine learning, algorithms are trained on a specific dataset, and they use the patterns and information within that dataset to make predictions or take actions on new, unseen data. The algorithms improve their performance over time through iterative processes like supervised learning, unsupervised learning, reinforcement learning, or a combination of these techniques.
AI (Artificial Intelligence): AI, on the other hand, is a broader concept that encompasses various technologies, methodologies, and techniques aimed at mimicking human intelligence in machines. It involves creating intelligent systems that can perform tasks that typically require human intelligence, such as speech recognition, natural language understanding, image recognition, decision-making, problem-solving, and more.
AI can be implemented using different approaches, including machine learning. However, AI encompasses more than just machine learning. It incorporates other disciplines such as natural language processing (NLP), computer vision, expert systems, knowledge representation, and reasoning, among others. AI systems are designed to exhibit intelligent behavior, learn from experience, adapt to new situations, and perform tasks autonomously or with minimal human intervention.
In summary, machine learning is a subset of AI that focuses on training algorithms to learn from data and make predictions, while AI encompasses a broader range of techniques and methodologies that enable machines to exhibit intelligent behavior and perform tasks that typically require human intelligence. Machine learning is one of the tools used in the field of AI to build intelligent systems.