Introduction to Neural Networks
Exploring the basic concepts and structure of neural networks.
Learning Objectives
Understand the basic structure and function of neural networks.
Topics
What are Neural Networks?
Defining neural networks and their purpose in AI.
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Neural Network Architecture
Exploring the architecture of neural networks.
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Neurons and Activation Functions
Understanding the role of neurons and activation functions.
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Forward Propagation
Introduction to how data moves through a neural network.
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Backward Propagation
Learning how neural networks learn through backpropagation.
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Types of Neural Networks
Exploring different types of neural networks.
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Neural Network Training
Understanding how neural networks are trained.
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Applications of Neural Networks
Exploring common applications of neural networks in AI.
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Challenges in Neural Networks
Discussing challenges faced when working with neural networks.
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Tools for Building Neural Networks
Introduction to tools used for developing neural networks.
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Realtime audio conversation for interactive session.
Interactive realtime chat session.
Live whiteboard explanation and collaboration.
Real-time wide variety of examples.
Continuous assessment and feedback.
Progress monitoring and record progress journey.
Broadcast session with larger audience for free.
Attend audience queries and provide responses.