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    By age group and learning subject

1 to 1 ,  Small Group, Weekly Class.     

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 Artificial Intelligence 10--16 Years old 

Robot

AI For Beginners

( 12 sessions  sessions 70 Minutes per session )

Language: Python 

1. Introduction to AI

  • Understand what AI is and its historical context

  • Differentiate between narrow and general AI

  • Explore real-world AI applications

2. Machine Learning Basics

  • Learn what Machine Learning is and its types

  • Discover supervised, unsupervised, and reinforcement learning

  • Explore common ML algorithms: linear regression, decision trees, and k-means clustering

3. Deep Learning and Neural Networks

  • Dive into neural networks and their components

  • Understand activation functions and backpropagation

  • Explore deep learning architectures: CNNs and RNNs

4. Natural Language Processing (NLP)

  • Explore how AI understands and generates human language

  • Learn about tokenisation, stemming, and sentiment analysis

  • Build a basic NLP model

5. Computer Vision and Image Recognition

  •  Understand AI's ability to process an analysis of visual information

  • Discover image pre-processing techniques

  • Build an image recognition model using Convolutional Neural Networks (CNNs)

6. AI Ethics and Future Trends

  • Discuss ethical considerations in AI development and deployment

  • Explore biases and fairness in AI algorithms

  • Discover the future of AI, including AI in healthcare, autonomous vehicles, and more

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