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AI ProgramArtificial Intelligence & Machine Learning Honors
Mastery
Artificial Intelligence & Machine Learning Honors
Deep dive into the mathematics and theory behind modern AI
847 students
5 (156 reviews)
1 Year / 36 Weeks
Course Details
Grade Level
11-12
Prerequisites
AI Design and Development, strong standing in Pre-Calculus or concurrent enrollment in AP Calculus.
Units
6 comprehensive units
Tools & Technologies
PythonTensorFlowPyTorchNumPyMatplotlibScikit-learnGit/GitHub
Quick Start
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Learning Objectives
Apply concepts from linear algebra and calculus to understand ML algorithms
Implement and train machine learning models using libraries like TensorFlow or PyTorch
Understand the architecture of neural networks, including layers, activation functions, and backpropagation
Analyze and optimize model performance through hyperparameter tuning and validation techniques
Conduct independent research, formulate a hypothesis, and present findings in a formal paper
Capstone Project
Independent Research Paper & Presentation: Students undertake a novel research project, applying advanced ML techniques to a dataset and formally presenting their methods and results.