Artificial Intelligence and its Components
Learning objective
Artificial Intelligence and its Components
Learning objective
Learning Objectives
At the end of the lesson you will understand the fundamental concepts of artificial intelligence. At the end of the lesson you will be able to describe the processes involved in machine learning and deep learning. At the end of the lesson you will be able to explain the role of natural language processing in AI. At the end of the lesson you will be capable of identifying the functions of large language models.
What do you already know about artificial intelligence?
Overview of Artificial Intelligence
Definition of AI: Simulation of human intelligence by machines. Importance of AI in modern technology. Examples of AI in everyday life.
Introduction to Machine Learning
Definition of ML: Algorithms that improve through experience. Applications of machine learning. Difference between AI and ML.
Exploration of Deep Learning
Definition of DL: Subset of ML using neural networks. How deep learning processes data. Real-world applications of deep learning.
Understanding Natural Language Processing
Definition of NLP: Interaction between computers and human language. Key tasks in NLP: Text analysis, language generation. Importance of NLP in AI.
Functions of Large Language Models
Definition of LLMs: Advanced models for language tasks. Capabilities of LLMs: Understanding and generating text. Applications of LLMs in various fields.
Key Definitions
Artificial Intelligence (AI): The simulation of human intelligence processes by machines, especially computer systems. Machine Learning (ML): A subset of AI that involves the use of algorithms and statistical models to enable computers to improve their performance on tasks through experience. Deep Learning (DL): A subset of ML that uses neural networks with many layers to analyse various factors of data. Natural Language Processing (NLP): A branch of AI that focuses on the interaction between computers and humans through natural language. Large Language Models (LLMs): Advanced AI
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