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AI_Sector_Breakdown
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AI_Sector_Breakdown
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Artificial Intelligence
Natural Language Processing (NLP)
Language Modeling
Pre trained Models (GPT, BERT, etc.)
Word Embeddings (Word2Vec, GloVe, etc.)
Sentiment Analysis
Emotion Detection
Aspect based Sentiment Analysis
Text Summarization
Extractive Summarization
Abstractive Summarization
Named Entity Recognition
Person, Organization, Location (PER, ORG, LOC)
Entity Linking
Coreference Resolution
Anaphora Resolution
Cataphora Resolution
Dependency Parsing
Constituency Parsing
Semantic Role Labeling
Question Answering
Factoid Questions
Non factoid Questions
Dialogue Systems
Task Oriented Dialogue Systems
Chit Chat Dialogue Systems
Computer Vision (CV)
Object Detection
Single Stage Detectors (YOLO, SSD, etc.)
Two Stage Detectors (Faster R CNN, etc.)
Image Recognition
Image Classification
Fine grained Classification
Image Segmentation
Semantic Segmentation
Instance Segmentation
Panoptic Segmentation
Facial Recognition
Face Detection
Face Alignment
Face Identification
Face Verification
Human Pose Estimation
2D Pose Estimation
3D Pose Estimation
Scene Understanding
Scene Classification
Scene Parsing
Video Analysis
Video Classification
Action Recognition
Object Tracking
Machine Learning (ML)
Supervised Learning
Classification
Binary Classification
Multi class Classification
Regression
Linear Regression
Non linear Regression
Unsupervised Learning
Clustering
K means Clustering
Hierarchical Clustering
Dimensionality Reduction
Principal Component Analysis (PCA)
t distributed Stochastic Neighbor Embedding
Reinforcement Learning
Model free Methods
Q learning
Deep Q Network (DQN)
Model based Methods
Monte Carlo Tree Search (MCTS)
Dyna Q
Speech Recognition (SR)
Automatic Speech Recognition (ASR)
Acoustic Modeling
Language Modeling
Keyword Spotting
Small footprint Keyword Spotting
Large vocabulary Keyword Spotting
Speaker Identification
Speaker Verification
Speaker Diarization
Speech Synthesis (SS)
Text to Speech (TTS)
Concatenative TTS
Parametric TTS
Neural TTS (WaveNet, Tacotron, etc.)
Voice Cloning
One shot Voice Cloning
Few shot Voice Cloning
Singing Voice Synthesis
Lyrics to Melody
Lyrics to Audio
Machine Translation (MT)
Statistical Machine Translation (SMT)
Phrase based SMT
Syntax based SMT
Neural Machine Translation (NMT)
Encoder Decoder Architecture
Transformer Architecture
Robotics
Robot Control
Motion Planning
Path Planning
Grasping and Manipulation
Robot Perception
Visual SLAM
Localization and Mapping
Multi sensor Fusion
Robot Learning
Imitation Learning
Inverse Reinforcement Learning
Learning from Demonstration
Human Robot Interaction
Social Robotics
Collaborative Robotics
Natural Language Interfaces for Robots
Bioinformatics
Sequence Analysis
Sequence Alignment
Gene Prediction
Protein Structure Prediction
Genomics
Genome Assembly
Genome Annotation
Comparative Genomics
Transcriptomics
RNA seq Analysis
Differential Gene Expression Analysis
Alternative Splicing Analysis
Proteomics
Mass Spectrometry Data Analysis
Protein Protein Interaction Prediction
Protein Function Prediction
Recommender Systems
Collaborative Filtering
User based Collaborative Filtering
Item based Collaborative Filtering
Content based Filtering
Hybrid Recommender Systems
Matrix Factorization
Singular Value Decomposition (SVD)
Non negative Matrix Factorization (NMF)
Deep Learning for Recommender Systems
Neural Collaborative Filtering
Autoencoders for Recommender Systems
Anomaly Detection
Statistical Anomaly Detection
Parametric Methods
Non parametric Methods
Machine Learning based Anomaly Detection
Supervised Anomaly Detection
Unsupervised Anomaly Detection
Semi supervised Anomaly Detection
Deep Learning based Anomaly Detection
Autoencoders
Generative Adversarial Networks (GANs)
Recurrent Neural Networks (RNNs)
Generative Models
Variational Autoencoders (VAEs)
Generative Adversarial Networks (GANs)
Deep Convolutional GANs (DCGANs)
Wasserstein GANs (WGANs)
Conditional GANs (cGANs)
Autoregressive Models
PixelRNN
PixelCNN
WaveNet
Fairness, Accountability, and Transparency in AI
Bias Detection and Mitigation
Fairness Metrics
Explainable AI
Model Interpretability
Local Interpretable Model Agnostic Explanations (LIME)
Shapley Additive Explanations (SHAP)
AI Ethics
AI for Social Good
Natural Language Generation (NLG)
Template based NLG
Rule based NLG
Statistical NLG
Neural NLG
Sequence to Sequence Models
GPT based Models
Information Retrieval (IR)
Text Retrieval
Indexing
Ranking
Query Expansion
Document Clustering
Document Classification
Search Engines
Personalized Information Retrieval
Computer Aided Design (CAD)
Geometric Modeling
Parametric Design
Topology Optimization
Generative Design
Simulation and Analysis
Multi Agent Systems (MAS)
Agent Communication
Speech Acts Theory
Communication Protocols
Distributed Problem Solving
Coordination Mechanisms
Auction based Mechanisms
Voting Mechanisms
Swarm Intelligence
Particle Swarm Optimization (PSO)
Ant Colony Optimization (ACO)
Evolutionary Computation
Genetic Algorithms (GAs)
Genetic Programming (GP)
Evolutionary Strategies (ES)
Particle Swarm Optimization (PSO)
Explainable Artificial Intelligence (XAI)
Feature Importance
Model agnostic Explanations
Decision Trees and Rule Extraction
Counterfactual Explanations
Adversarial Machine Learning
Evasion Attacks
Fast Gradient Sign Method (FGSM)
DeepFool
Carlini and Wagner Attack
Poisoning Attacks
Adversarial Training
Defense Mechanisms
Gradient Masking
Adversarial Example Detection
Healthcare
Medical Image Analysis
Medical Image Segmentation
Computer Aided Diagnosis
Drug Discovery
Target Prediction
Drug Repurposing
Personalized Medicine
Disease Prediction
Treatment Recommendation
Finance
Algorithmic Trading
High frequency Trading
Portfolio Optimization
Credit Scoring
Fraud Detection
Customer Segmentation
Education
Adaptive Learning
Intelligent Tutoring Systems
Learning Analytics
Automated Essay Scoring
Student Modeling
Agriculture
Precision Agriculture
Crop Monitoring
Yield Prediction
Soil Analysis
Agricultural Robotics
Autonomous Tractors
Robotic Harvesting
Drone based Monitoring
Plant Disease Detection
Smart Irrigation
Manufacturing
Predictive Maintenance
Quality Control
Defect Detection
Anomaly Detection
Process Optimization
Supply Chain Management
Demand Forecasting
Inventory Management
Transportation
Autonomous Vehicles
Traffic Prediction
Route Optimization
Intelligent Traffic Management
Public Transportation Scheduling
Energy
Smart Grids
Load Forecasting
Demand Response
Renewable Energy
Wind Power Prediction
Solar Power Prediction
Energy Efficiency
Anomaly Detection in Power Systems
Marketing
Customer Segmentation
Market Basket Analysis
Sentiment Analysis
Ad Targeting
Conversion Rate Optimization
Sports
Game Analysis
Player Performance Evaluation
Team Performance Evaluation
Injury Prediction
Fan Engagement
Virtual Coaching
Art and Design
Style Transfer
Generative Art
GAN based Art Generation
Music Composition
Content Generation for Games
Cybersecurity
Intrusion Detection
Malware Analysis
Spam Detection
Phishing Detection
Secure AI
Privacy Preserving Machine Learning
Adversarial Robustness
Social Good
Disaster Response
Wildlife Conservation
Healthcare Accessibility
Poverty Alleviation
Fairness in AI
Media and Entertainment
Content Recommendation
Automatic Video Summarization
Video and Audio Editing
Video Frame Interpolation
Audio Denoising
Virtual Assistants for Media
Automated Content Creation
Text Generation
Storytelling
Retail
Price Optimization
Customer Churn Prediction
Inventory Management
Product Recommendations
Visual Search
Human Resources
Talent Acquisition
Resume Screening
Applicant Tracking
Employee Performance Prediction
Workforce Analytics
Skill Gap Analysis
Customer Service
Chatbots and Virtual Assistants
Sentiment Analysis
Automatic Ticket Classification
Call Center Analytics
Environmental Science
Climate Change Modelling
Weather Prediction
Air Quality Monitoring
Ecosystem Analysis
Oceanography
Astronomy
Galaxy Classification
Exoplanet Detection
Gravitational Wave Analysis
Radio Astronomy Signal Processing
Materials Science
Materials Discovery
Molecular Simulations
Property Prediction
Manufacturing Process Optimization
Social Science
Social Network Analysis
Opinion Mining
Political Science Modeling
Public Policy Analysis
Urban Planning
Smart Cities
Transportation Planning
Urban Growth Modeling
Infrastructure Optimization
Gaming
Game AI
Non Player Character (NPC) Behavior
Procedural Content Generation
Reinforcement Learning for Game Playing
Board Games
Video Games
Player Modeling
Play Style Prediction
Churn Prediction
Legal and Compliance
Legal Document Analysis
Contract Review
eDiscovery
Legal Research
Regulatory Compliance Monitoring
Intellectual Property Analysis
Real Estate
Property Valuation
Demand Forecasting
Property Recommendation
Lease Contract Analysis
Insurance
Risk Assessment
Fraud Detection
Claims Processing
Customer Segmentation
Telecommunications
Network Optimization
Anomaly Detection
Customer Churn Prediction
Service Personalization
Archaeology
Artifact Classification
Site Analysis and Mapping
Cultural Heritage Preservation
Remote Sensing and Satellite Imagery Analysis
Geology
Rock and Mineral Classification
Earthquake Prediction
Oil and Gas Exploration
Water Resource Management
Ethics and Moral Decision
Philosophy Making
Ethical AI Development
AI and Consciousness
AI and Free Will
Religion and Spirituality
Text Analysis and Interpretation
AI Generated Sacred Art
AI Based Meditation and Prayer
Ethical AI Development in Religious Contexts
Tourism and Hospitality
Travel Recommendation
Dynamic Pricing
Customer Segmentation
Personalized Marketing
Virtual Tour Guides
Language Learning
Adaptive Learning Systems
Speech Recognition for Pronunciation Assessment
Text to Speech for Listening Practice
Grammar and Vocabulary Assessment
Logistics and Supply Chain Management
Route Optimization
Demand Forecasting
Warehouse Management
Inventory Optimization
Fashion and Apparel
Trend Prediction
Personalized Recommendations
Virtual Fitting Rooms
Textile Design
Food and Beverage
Recipe Generation
Taste Prediction
Nutrition Analysis
Supply Chain Management
Advertising
Ad Optimization
Audience Targeting
Sentiment Analysis
Ad Creative Generation
Music
Music Generation
Music Classification and Recommendation
Audio Source Separation
Music Information Retrieval
Biotechnology
Drug Discovery
Protein Design
Gene Editing
Personalized Medicine
Civil Engineering
Structural Analysis
Infrastructure Monitoring
Construction Management
Traffic Management
Automotive Industry
Autonomous Driving
Advanced Driver Assistance Systems (ADAS)
Predictive Maintenance
In vehicle Personalization
Aviation
Flight Path Optimization
Aircraft Maintenance
Crew Scheduling
Air Traffic Management
Marine and Marine Robotics Oceanography
Ocean Current and Climate Modeling
Fish Population Assessment
Underwater Mapping
Veterinary Medicine
Disease Diagnosis
Animal Behavior Analysis
Animal Welfare Monitoring
Precision Livestock Farming
Political Campaigns
Voter Segmentation
Campaign Strategy Optimization
Sentiment Analysis
Election Prediction
Journalism
Automated News Generation
Fact checking
Content Curation
Sentiment Analysis
E commerce
Product Recommendations
Fraud Detection
Pricing Optimization
Inventory Management
Space Exploration
Satellite Image Analysis
Spacecraft Navigation
Planetary Mapping
Space Robotics
Disaster Management
Early Warning Systems
Disaster Risk Assessment
Resource Allocation
Damage Assessment
Architecture
Generative Design
Structural Analysis
Energy Efficiency Optimization
Building Information Modeling (BIM)
Public Safety
Crime Prediction
Emergency Response Optimization
Surveillance and Monitoring
Traffic Management
Personal Finance
Credit Scoring
Investment Portfolio Management
Expense Tracking
Financial Planning
Humanitarian Aid
Resource Allocation
Needs Assessment
Information Management
Crisis Mapping
Libraries and Information Science
Document Classification
Information Retrieval
Metadata Generation
Content Recommendation
Cultural Heritage Cultural Heritage
Artifact Classification and Restoration
Digital Archiving
Virtual Museums
Storytelling and Interpretation
Home Automation
Energy Management
Security Monitoring
Appliance Control
Personalized Environment
Parenting and Child Development
Childcare Monitoring
Personalized Learning
Baby Monitoring
Sleep Pattern Analysis
Aging and Health Monitoring
Gerontology
Fall Detection
Cognitive Training
Social Support and Companion Robots
Retail Banking
Fraud Detection
Customer Segmentation
Risk Assessment
Personalized Services
Mental Health
Diagnostic Support
Sentiment Analysis for Social Media Monitoring
Personalized Treatment Plans
Virtual Therapists
Fitness and Activity Recognition
Personalized Exercise Programs
Nutrition Tracking and Recommendations
Sleep Tracking and Analysis
Event Management Event Management
Attendee Recommendations
Venue Selection
Ticket Pricing Optimization
Event Promotion
Gardening and Horticulture
Plant Identification
Disease Detection
Irrigation Management
Growth Prediction
Teaching and Education Teaching and
Personalized Learning Paths
Automatic Grading and Feedback
Content Recommendation
Student Performance Prediction
Dating and Relationships
Compatibility Prediction
Online Dating Profile Analysis
Relationship Counseling
Communication Analysis
Cosmetics and Beauty
Personalized Product Recommendations
Virtual Try On
Skin Analysis
Trend Prediction
Sports Betting and Gambling
Game Outcome Prediction
Odds Calculation
Risk Management
Player Performance Analysis
Publishing
Manuscript Evaluation
Content Curation
Plagiarism Detection
Audience Analysis
Art and Design
Generative Art
Style Transfer
Creative Inspiration
Virtual Reality and Augmented Reality Experiences
Blockchain and Cryptocurrency
Smart Contract Analysis
Anomaly Detection
Market Trend Prediction
Crypto Portfolio Management
Energy Management
Energy Demand Forecasting
Renewable Energy Optimization
Grid Management
Energy Efficiency Improvement
Environmental Conservation
Wildlife Monitoring
Deforestation Detection
Habitat Analysis
Pollution Monitoring
Astrophysics
Gravitational Wave Analysis
Galaxy Classification
Stellar Evolution Modeling
Exoplanet Detection
Agriculture
Precision Farming
Crop Health Monitoring
Yield Prediction
Irrigation Management
Market Research
Consumer Sentiment Analysis
Trend Forecasting
Competitive Analysis
Pricing Optimization
Robotics
Robot Learning
Human Robot Interaction
Swarm Robotics
Robotic Manipulation
Materials Science
Material Property Prediction
Material Design
Crystal Structure Prediction
Manufacturing Process Optimization
Human Resources
Recruitment and Talent Acquisition
Performance Evaluation
Employee Retention Prediction
Learning and Development
Customer Service
Chatbots and Virtual Assistants
Sentiment Analysis
Ticket Classification and Routing
Personalized Support
Social Media Social Media Analysis
Sentiment Analysis
Trend Detection
Influencer Identification
Content Optimization
Urban Planning
Traffic Flow Optimization
Public Transportation Management
Land Use Analysis
Smart City Development
Nanotechnology
Molecular Simulation
Material Characterization
Nanostructure Design
Drug Delivery Optimization
Chemical Engineering
Reaction Prediction
Process Optimization
Catalyst Design
Waste Management
Meteorology
Weather Forecasting
Climate Modeling
Severe Weather Prediction
Air Quality Monitoring
Oceanography Oceanography
Ocean Current Prediction
Marine Ecosystem
Sea Surface Temperature Analysis
Sea Level Rise Prediction
Film and Entertainment
Script Analysis
Box Office Prediction
Content Recommendation
Special Effects Generation
Cartography
Map Generation
Route Planning
Geospatial Analysis
Terrain Modeling
Manufacturing
Quality Control
Predictive Maintenance
Production Planning
Process Optimization
Behavioral Economics
Decision Making Analysis
Incentive Design
Policy Evaluation
Consumer Behavior Modeling
Astronomy
Star and Galaxy Classification
Light Curve Analysis
Gravitational Lensing Detection
Cosmic Microwave Background Analysis
Health and Wellness Coaching
Personalized Coaching
Activity Recommendation
Diet Planning
Stress Management
Computational Biology
Protein Folding
Gene Expression Analysis
Systems Biology Modeling
Drug Design
Textile Industry
Pattern Design
Material Selection
Manufacturing Process Optimization
Quality Control
Cybersecurity
Intrusion Detection
Malware Analysis
Network Monitoring
User Behavior Analysis
Legal Services Legal Services
Document Review and Analysis
Legal Research
Contract Analysis
Litigation Prediction
Game Development
Procedural Content Generation
Game Testing and Debugging
Player Behavior Analysis
Dynamic Difficulty Adjustment
Real Estate
Property Valuation
Investment Analysis
Demand Forecasting
Personalized Recommendations
Insurance
Risk Assessment
Fraud Detection
Claims Processing
Personalized Policy
Archaeology
Artifact Identification and Classification
Site Mapping
Excavation Planning
Cultural Heritage Preservation
3D Printing
Design Optimization
Material Selection
Printing Process Monitoring
Quality Control
Computational Chemistry
Molecular Dynamics Simulation
Quantum Chemistry
Drug Design
Reaction Prediction
Bioinformatics
Genomic Data Analysis
Protein Structure Prediction
Functional Annotation
Comparative Genomics
Telecommunications
Network Optimization
Anomaly Detection
Fraud Detection
Customer Churn Prediction