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AINS6002 Machine Learning & Predictive Modeling
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AINS6002: Machine Learning & Predictive Modeling
Syllabus: AINS6002 Machine Learning & Predictive Modeling
Module 1 Overview
Module 1 Book Prose
Module 1 Assignment: Prediction tasks and data framing
Module 1: Prediction tasks and data framing
Module 1 Narration
Module 1 Instructor Notes
Module 1 Rubric
Module 1 Lab: Prediction tasks and data framing
Module 2 Overview
Module 2 Book Prose
Module 2 Assignment: Data preparation and feature pipelines
Module 2: Data preparation and feature pipelines
Module 2 Narration
Module 2 Instructor Notes
Module 2 Rubric
Module 2 Lab: Data preparation and feature pipelines
Module 3 Overview
Module 3 Book Prose
Module 3 Assignment: Linear and tree-based baselines
Module 3: Linear and tree-based baselines
Module 3 Narration
Module 3 Instructor Notes
Module 3 Rubric
Module 3 Lab: Linear and tree-based baselines
Module 4 Overview
Module 4 Book Prose
Module 4 Assignment: Model selection and validation
Module 4: Model selection and validation
Module 4 Narration
Module 4 Instructor Notes
Module 4 Rubric
Module 4 Lab: Model selection and validation
Module 5 Overview
Module 5 Book Prose
Module 5 Assignment: Unsupervised learning and structure discovery
Module 5: Unsupervised learning and structure discovery
Module 5 Narration
Module 5 Instructor Notes
Module 5 Rubric
Module 5 Lab: Unsupervised learning and structure discovery
Module 6 Overview
Module 6 Book Prose
Module 6 Assignment: Time, drift, and monitoring
Module 6: Time, drift, and monitoring
Module 6 Narration
Module 6 Instructor Notes
Module 6 Rubric
Module 6 Lab: Time, drift, and monitoring
Module 7 Overview
Module 7 Book Prose
Module 7 Assignment: Interpretability and stakeholder explanation
Module 7: Interpretability and stakeholder explanation
Module 7 Narration
Module 7 Instructor Notes
Module 7 Rubric
Module 7 Lab: Interpretability and stakeholder explanation
Module 8 Overview
Module 8 Book Prose
Module 8 Assignment: Predictive modeling portfolio
Module 8: Predictive modeling portfolio
Module 8 Narration
Module 8 Instructor Notes
Module 8 Rubric
Module 8 Lab: Predictive modeling portfolio
Index