A first course in artificial intelligence
Clasificación: | Libro Electrónico |
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Autor principal: | |
Formato: | Electrónico eBook |
Idioma: | Inglés |
Publicado: |
Sharjah :
Bentham Science Publishers,
2021.
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Temas: | |
Acceso en línea: | Texto completo |
Tabla de Contenidos:
- Introduction to artificial intelligence. Definition of artificial intelligence
- History of artificial intelligence and projection for the future
- Emerging artificial intelligence applications
- Expert system. Expert system basics
- Knowledge engineering
- Propositional logic
- Natural language processing. Fundamentals of natural language processing
- Text pre-processing
- Text representation
- Parts of speech tagging
- Text tagging/text classification
- Text summarization
- Sentiment analysis
- NLP, using Python programming language
- Machine learning. Introduction to machine learning
- Data preparation
- Supervised machine learning
- Simple regression algorithms for non-linear relationships
- Unsupervised machine learning algorithms
- Waikato environment for knowledge analysis, WEKA
- Neural network
- Deep learning
- Reinforcement learning
- Machine learning applications. Analyzing terrorism dataset using classification based algorithms
- Analyzing terrorism dataset using probability distribution functions
- Polynomial regression algorithm for analysing COVID-19 dataset
- Sensory perception. Computer vision
- Speech recognition
- Tactile sensing
- Robotics. Foundations of robotics
- Humanoid robots
- Autonomous/robotic vehicles
- Metrics for assessing the performance of robots.