Week 11: Final Project (Programming Part)
Announcements
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Class participation, EdSTEM, Figma, and Google Folder.
Tuesday
Final Project
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Programming Part
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Textbooks
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Courses slides
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Example papers
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Example code
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Recitation
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Single algorithms, LDA, SVM, KNN, and their variations etc.
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Ensemble methods, Random Forest, Boosting, Voting, and their variations etc.
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Deep learning, CNN, RNN, Transformer, and their variations etc.
Research Questions
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Classification (Supervised learning)
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Regression (Supervised Learning)
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Clustering (Unsupervised learning)
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Textbooks
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Courses slides
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Example Paper
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Example Code
Thursday
Deep Learning Summary
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Convolutional Neural Network (RNN)
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Recurrent Neural Network (RNN)
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Textbooks
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Courses slides
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Example papers
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Example code
Attention and Transformer
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Attention is all you need, that paper
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Textbooks
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Courses slides
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Example Paper
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Example Code