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update readings, add final exam time
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‎_data/lectures.yml‎

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notes:
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readings:
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- Goodfellow et al., <a href="https://www.deeplearningbook.org/contents/ml.html">Deep learning book</a>, Ch. 5
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- Rosenblatt, <a href="https://psycnet.apa.org/record/1959-09865-001">The Perceptron: A Probabilistic Model for Information Storage and Organization in the Brain</a>
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- 'Rosenblatt, <a href="https://psycnet.apa.org/record/1959-09865-001">The Perceptron: A Probabilistic Model for Information Storage and Organization in the Brain</a>'
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logistics:
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- date: 9/17
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slides: # TODO: re-upload Lecture_06_Autodiff.pdf once remade from PPTX
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notes:
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readings:
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- Baydin et al., <a href="https://arxiv.org/abs/1502.05767">Automatic Differentiation in Machine Learning: a Survey</a>
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- 'Baydin et al., <a href="https://arxiv.org/abs/1502.05767">Automatic Differentiation in Machine Learning: a Survey</a>'
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logistics:
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- title: "Module 2: Neural Networks"
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notes:
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readings:
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- Goodfellow et al., <a href="https://www.deeplearningbook.org/contents/regularization.html">Deep learning book</a>, Ch. 7
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- Srivastava et al., <a href="https://jmlr.org/papers/v15/srivastava14a.html">Dropout: A Simple Way to Prevent Neural Networks from Overfitting</a>
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- 'Srivastava et al., <a href="https://jmlr.org/papers/v15/srivastava14a.html">Dropout: A Simple Way to Prevent Neural Networks from Overfitting</a>'
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- date: 10/6
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lecturer: Prof. Lengerich
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notes:
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readings:
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- Goodfellow et al., <a href="https://www.deeplearningbook.org/contents/optimization.html">Deep learning book</a>, Ch. 8.4, 8.7
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- Ioffe and Szegedy, <a href="https://arxiv.org/abs/1502.03167">Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift</a>
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- 'Ioffe and Szegedy, <a href="https://arxiv.org/abs/1502.03167">Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift</a>'
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- Glorot and Bengio, <a href="https://proceedings.mlr.press/v9/glorot10a.html">Understanding the difficulty of training deep feedforward neural networks</a>
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- date: 10/8
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notes:
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readings:
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- Goodfellow et al., <a href="https://www.deeplearningbook.org/contents/optimization.html">Deep learning book</a>, Ch. 8
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- Kingma and Ba, <a href="https://arxiv.org/abs/1412.6980">Adam: A Method for Stochastic Optimization</a>
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- 'Kingma and Ba, <a href="https://arxiv.org/abs/1412.6980">Adam: A Method for Stochastic Optimization</a>'
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- date: 10/13
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lecturer: Prof. Lengerich
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lecturer: Baiheng Chen
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title: <strong>Review</strong>
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slides: # TODO: re-upload Lecture_12_Review.pdf once remade from PPTX
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notes:
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logistics: Project final report due Fri 12/11
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- date: 12/11
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title: <strong>Final Exam</strong> (exam period Dec 11-17; exact date/time TBD pending registrar block schedule)
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- date: 12/12
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title: <strong>Final Exam</strong> (5:05-7:05 PM)

‎_pages/logistics.md‎

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### Exams
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- **Midterm Exam:** An in-class exam will take place Thursday, October 15.
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- **Final Exam:** During the exam period, December 11-17 (exact date/time to be confirmed once the registrar publishes the block schedule).
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- **Final Exam:** Saturday, December 12, 2026, 5:05-7:05 PM.
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- **Exam policies:** AI use and electronic devices are NOT allowed. Printed notes are allowed.
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