Artificial Intelligence (AI) constitutes the subdiscipline of computer science dedicated to developing computational systems capable of performing tasks requiring human cognition, including pattern recognition, natural language comprehension, decision-making, and robotic automation. The theoretical foundation traces to Alan Turing's 1950 paper proposing the Turing Test, while John McCarthy coined the term Artificial Intelligence at the Dartmouth Conference in 1956. Machine Learning (ML), a core subfield of AI, builds algorithmic models that optimize performance through empirical data without explicit rule-based programming. ML divides into three primary paradigms: Supervised Learning (training on labeled datasets for classification and regression), Unsupervised Learning (identifying latent structures, clustering, and dimensionality reduction in unlabeled data), and Reinforcement Learning (optimizing agent policies via environmental rewards and penalties). Deep Learning utilizes multi-layered Artificial Neural Networks (ANNs) inspired by biological neural architectures, employing backpropagation algorithms and activation functions. Recent advancements in Natural Language Processing (NLP) rely on Transformer architectures, introduced by Vaswani et al. in 2017, powering Large Language Models (LLMs) and Generative AI systems through self-attention mechanisms.
High-yield conceptual summaries for competitive exams and rapid revision.
The Dartmouth Workshop of 1956, organized by John McCarthy, Marvin Minsky, and Claude Shannon, marked the formal establishment of AI.
Machine learning divides into supervised learning (labeled data), unsupervised learning (unlabeled clustering), and reinforcement learning (reward signals).
Artificial Neural Networks utilize multi-layer perceptrons trained through gradient descent and backpropagation to minimize loss functions.
The Transformer architecture, published in 2017 ('Attention Is All You Need'), replaced recurrence with self-attention mechanisms in NLP.
Computer vision utilizes Convolutional Neural Networks (CNNs) to process spatial pixel data for object recognition and autonomous systems.
Showing 25 Curated Questions1,084 Total in Bank
1ID: GK-AI-00059
easyMilestones Pioneers
Who is celebrated as the "Father of Artificial Intelligence" for coining the term "Artificial Intelligence" at the 1956 Dartmouth Workshop?
Verified Explanation
John McCarthy organized the historic 1956 Dartmouth Summer Research Project on Artificial Intelligence and created the Lisp programming language.
2ID: GK-AI-00164
easyEthics Governance
Which pioneering legislation approved by the European Parliament in 2024 represents the world's first comprehensive horizontal regulatory framework for artificial intelligence based on risk tiers?
Verified Explanation
The European Union Artificial Intelligence Act (EU AI Act) classifies AI systems into unacceptable, high, specific transparency, and minimal risk categories.
3ID: GK-AI-00356
easyEthics Governance
Which comprehensive legal framework adopted by the European Union categorizes artificial intelligence systems into Unacceptable Risk, High Risk, Specific Transparency Risk, and Minimal Risk?
Verified Explanation
The European Union AI Act established the world's first comprehensive horizontal risk-based regulatory regime for artificial intelligence systems.
4ID: GK-AI-00055
easyLlms Generative Ai
What does the AI acronym "LLM" stand for in generative artificial intelligence?
Verified Explanation
Large Language Models are massive neural networks trained on vast text corpora to understand, summarize, generate, and reason with natural language.
5ID: GK-AI-00057
easyVision Nlp
What does the subfield acronym "NLP" stand for in computer science and artificial intelligence?
Verified Explanation
Natural Language Processing bridges human linguistics and computer science, enabling machines to parse, translate, and synthesize human languages.
6ID: GK-AI-00069
easyEthics Governance
What is "Algorithmic Bias" in artificial intelligence and machine learning systems?
Verified Explanation
AI models trained on biased historical data can reproduce or amplify prejudice in hiring, credit scoring, facial recognition, and judicial sentencing.
7ID: GK-AI-00070
easyEthics Governance
What is a "Deepfake" in artificial intelligence media and cybersecurity?
Verified Explanation
Deepfakes use Generative Adversarial Networks (GANs) and diffusion models to map facial expressions and synthesize hyper-realistic cloned audio voices.
8ID: GK-AI-00072
easyMilestones Pioneers
Which DeepMind artificial intelligence system made history in March 2016 in Seoul by defeating 18-time world Go champion Lee Sedol 4–1?
Verified Explanation
AlphaGo combined deep convolutional neural networks with Monte Carlo Tree Search (MCTS), executing the legendary Move 37 in Game 2.
9ID: GK-AI-00082
easyEthics Governance
What is the comprehensive European Union regulation enacted in 2024 to regulate artificial intelligence based on risk tiers (Unacceptable, High, and Low risk)?
Verified Explanation
The EU AI Act bans unacceptable-risk AI (social scoring, biometric emotion recognition in workplaces) and enforces strict governance for high-risk applications.
10ID: GK-AI-00101
mediumEthics Governance
The "AI Alignment Problem" in theoretical artificial intelligence safety research asks which core challenge?
Verified Explanation
Formulated by Nick Bostrom and Stuart Russell, misalignment risks include specification gaming (reward hacking), instrumental convergence, and goal drift.
11ID: GK-AI-00116
mediumEthics Governance
The "Model Collapse" phenomenon in generative artificial intelligence occurs when models are iteratively trained on what type of data?
Verified Explanation
Shumailov et al. (Nature 2024) proved that recursive training on synthetic AI data causes statistical information contamination, leading to degenerate model collapse.
12ID: GK-AI-00156
easyEthics Governance
What term is commonly used in artificial intelligence to describe when a Large Language Model generates plausible-sounding but completely fabricated or factually inaccurate assertions?
Verified Explanation
AI hallucination refers to confident generations produced by LLMs that are unsubstantiated by training facts or real-world source evidence.
13ID: GK-AI-00190
mediumMilestones Pioneers
For what scientific milestone in artificial intelligence and biochemistry were Demis Hassabis and John M. Jumper of Google DeepMind awarded half of the 2024 Nobel Prize in Chemistry?
Verified Explanation
The Royal Swedish Academy of Sciences awarded the 2024 Nobel Prize in Chemistry to Demis Hassabis and John Jumper for developing AlphaFold2, solving the protein folding problem.
14ID: GK-AI-00264
easyMilestones Pioneers
Who developed the 'Logic Theorist' in 1956—widely celebrated as the first running artificial intelligence computer program capable of proving mathematical theorems?
Verified Explanation
Allen Newell, Herbert Simon, and Cliff Shaw created Logic Theorist in 1956, proving 38 of the first 52 theorems in Whitehead and Russell's Principia Mathematica.
15ID: GK-AI-00277
mediumMilestones Pioneers
Which computer scientist and philosopher was awarded the 2011 ACM A.M. Turing Award for foundational contributions to artificial intelligence through the development of the calculus for probabilistic and causal reasoning (Bayesian Networks)?
Verified Explanation
Judea Pearl pioneered Bayesian networks and the 'do-calculus' for causal inference, transforming AI from heuristic rule-based systems into probabilistic reasoning.
16ID: GK-AI-00530
hardMilestones Pioneers
At which historic 1956 summer workshop at Dartmouth College was the term "Artificial Intelligence" formally coined in a grant proposal by John McCarthy, Marvin Minsky, Nathaniel Rochester, and Claude Shannon?
Verified Explanation
The 1956 Dartmouth Summer Research Project on Artificial Intelligence is widely recognized as the founding event and formal birth of Artificial Intelligence as an academic discipline.
17ID: GK-AI-00726
easyAI Ethics, Safety & Governance
Which international management system standard, published by ISO and IEC in December 2023, provides the world's first certifiable standard for Artificial Intelligence Management Systems (AIMS)?
Verified Explanation
ISO/IEC 42001:2023 is the international standard specifying requirements for establishing, implementing, maintaining, and continually improving an Artificial Intelligence Management System (AIMS). It provides a structured framework for organizations to manage AI-related risks, ensure ethical compliance, maintain transparency, and demonstrate responsible governance.
18ID: GK-AI-00746
hardMilestones & Pioneers
Developed in 1955-1956 by Allen Newell, Cliff Shaw, and Herbert Simon, which program is widely recognized as the world's first operational artificial intelligence program, proving 38 of the first 52 theorems in Whitehead and Russell's Principia Mathematica?
Verified Explanation
Presented at the historic 1956 Dartmouth Summer Research Project on Artificial Intelligence, Logic Theorist is widely recognized as the first functioning AI program. Developed on the RAND Corporation's JOHNNIAC computer, it proved mathematical theorems using heuristic search trees, establishing that computers could perform symbolic reasoning beyond numerical computation.
19ID: GK-AI-00824
easyAI Ethics, Safety & Governance
Which international standard published in December 2023 specifies requirements for establishing, implementing, maintaining, and continually improving an Artificial Intelligence Management System (AIMS)?
Verified Explanation
ISO/IEC 42001:2023 is the first certifiable global management system standard specifically addressing artificial intelligence. It establishes requirements for organizations to manage AI risks, transparency, traceability, and ethical compliance responsibly throughout the AI lifecycle.
20ID: GK-AI-00924
easyAI Ethics, Safety & Governance
Which international standard, published by ISO and IEC in December 2023, establishes the world's first certifiable Artificial Intelligence Management System (AIMS)?
Verified Explanation
ISO/IEC 42001 is the world's first global management system standard dedicated specifically to artificial intelligence. It specifies requirements and provides guidance for establishing, implementing, maintaining, and continually improving an Artificial Intelligence Management System within organizations. The standard covers risk assessments, ethical governance, and system traceability.
21ID: GK-AI-01025
easyAI Ethics, Safety & Governance
Which international standard, published in December 2023, establishes the world's first certifiable standard for an Artificial Intelligence Management System (AIMS)?
Verified Explanation
ISO/IEC 42001:2023 is the first international standard for establishing, implementing, maintaining, and continually improving an Artificial Intelligence Management System (AIMS). It provides a structured governance framework for organizations to manage AI risks, ethics, and regulatory compliance throughout the AI lifecycle.
22ID: GK-AI-00001
easyHistory of AI & Foundations
Who is widely recognized as the 'Father of Artificial Intelligence' for coining the term 'Artificial Intelligence' at the Dartmouth Conference in 1956?
Verified Explanation
John McCarthy organized the historic 1956 Dartmouth Summer Research Project and developed the Lisp programming language.
23ID: GK-AI-00003
easyGenerative AI, Transformers & LLMs
What does 'LLM' stand for in modern generative artificial intelligence?
Verified Explanation
Large Language Models (like GPT-4, Gemini, Claude) are neural networks trained on massive text corpora to generate natural language.
24ID: GK-AI-00004
easyMachine Learning & Deep Learning
Which subset of artificial intelligence focuses on algorithms that learn patterns from training data to make predictions without explicit rule programming?
Verified Explanation
Machine learning enables software applications to become accurate in predicting outcomes using statistical models and gradient descent.
25ID: GK-AI-00011
easyComputer Vision, NLP & Robotics
What does 'NLP' stand for in artificial intelligence and computational linguistics?
Verified Explanation
NLP enables computers to understand, interpret, translate, and generate human written and spoken language.