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Core AI and ML concepts, theory, and evolution

Narrow AI is artificial intelligence designed to handle specific tasks. It powers the AI applications you interact with every day, from email spam filters to streaming recommendations to voice assistants. Unlike hypothetical general AI that could match human intelligence across…

Responsible AI refers to the practice of designing, deploying, and managing artificial intelligence systems in a way that is ethical, transparent, accountable, and aligned with human values.

Generative AI is artificial intelligence that creates new content. Give it a text prompt and it writes an essay. Feed it a description and it generates an image. It can produce code, music, videos and more. Unlike traditional AI that…

A Large Language Model (LLM) is a type of artificial intelligence designed to understand, generate, and interact with human language. Trained on massive amounts of text data, LLMs use deep learning techniques to identify linguistic patterns, predict text sequences, and…

Latent space refers to the hidden, multidimensional representation of data that a machine learning model learns during training. It’s where complex, high-dimensional information such as images, text, or sounds is compressed into numerical vectors that capture underlying patterns, relationships, and…

Machine Learning (ML) is a branch of artificial intelligence that enables systems to automatically learn from data and improve their performance over time without being explicitly programmed. Instead of following fixed rules, ML algorithms identify patterns, make predictions, and adapt…

Natural Language Processing (NLP) is a branch of artificial intelligence that enables computers to understand, interpret, and generate human language. It bridges the gap between human communication and machine understanding, powering everything from chatbots and virtual assistants to sentiment analysis…

Deep Learning (DL) is a subset of machine learning that uses artificial neural networks to model complex patterns and representations in large datasets. It powers many of today’s most advanced AI systems, including image recognition, natural language processing, and speech…

An algorithm is a defined set of instructions or rules that a computer follows to perform a specific task or solve a problem. In its simplest form, it is a logical sequence of steps that turns input data into a…

Artificial General Intelligence (AGI) refers to a theoretical form of artificial intelligence capable of understanding, learning, and applying knowledge across a wide range of tasks, much like a human being. Unlike current AI systems that are built for specific functions,…