Neural Networks: From Zero to Hero in 90 Days
16 Lessons
2h
Join Robert, an AI enthusiast, on a 90-day journey to master neural networks! This course simplifies complex AI concepts for high school students. Start with an introduction to AI, covering neurons, layers, and activation functions. Learn essential math co...
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Curriculum Outline
Total 4 Chapters
What is AI? An Overview
05:56
Basics of Neural Networks: Neurons and Layers
07:44
Activation Functions and Their Importance
07:08
History and Evolution of Neural Networks
07:33
Chapter Quiz
Linear Algebra for Neural Networks
07:00
Calculus in Neural Network Training
08:58
Probability and Statistics in AI
08:56
Practical Applications of Mathematical Concepts
10:18
Chapter Quiz
Introduction to TensorFlow and Keras
07:49
Building Your First Neural Network
08:03
Training Neural Networks: Techniques and Tips
06:47
Evaluating Neural Network Performance
07:06
Hands-on Project: Image Recognition
07:41
Chapter Quiz
Exploring CNNs and RNNs
08:07
AI Ethics and Societal Impacts
05:31
Future Trends in Neural Networks and AI
05:44
Chapter Quiz
Final Quiz
What you will learn
Understand AI and neural networks, their functions, and applications.
Apply mathematical concepts like algebra and calculus to neural networks.
Build and train neural networks using TensorFlow and Keras tools.
Explore practical AI applications through hands-on projects.
Learn the ethical implications and societal impacts of AI.
This curriculum is designed for
High school students interested in AI and neural networks.
Beginners and AI enthusiasts seeking foundational knowledge.
Students curious about technology and real-world applications.
Hands-on learners who enjoy practical projects.
Students considering tech and AI careers.
Skills you can acquire
Artificial intelligence
Deep Learning
Generative AI
Data Science
Algorithms
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