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Course Information

Module Readings Slides Pen and Paper Coding
Module 0: Introduction - Slide - -
Module 1: The Data Scientist’s Toolkit Documentation is Automation Slide Exercise PDF —
Module 2: Visualizing Complexity Why the Rainbow Color Map is Problematic — — —
Module 3: Agentic Coding Context Engineering for Agents — — —
Module 4: Deep Learning for Text Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer — — —
Module 5: Deep Learning for Images Going deeper with convolutions — Exercise PDF —
Module 6: Deep Learning for Graphs Inductive representation learning on large graphs — — —
Module 7: Representations & Structuralism FrameAxis: characterizing microframe bias and intensity with word embedding — — —

Module 1: The Data Scientist’s Toolkit

Module 2: Visualizing Complexity

Module 3: Agentic Coding

Module 4: Deep Learning for Text

Module 5: Deep Learning for Images

Module 6: Deep Learning for Graphs

Module 7: Representations & Structuralism