CSC2042S AI: Machine Learning documents

Institution: University of Cape Town

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M01_HAYK1399_SE_03_C01 Chapter 1 – Perceptron Learning Rule Overview

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CSC2042S Machine Learning Final Exam Paper 2 – UCT, Nov 2025

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CSC2042S Machine Learning Final Exam Paper 4 – UCT, Nov 2025

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Researched Notes on Global AI Regulation Landscape (2025)

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Test 1 Questions on Cost Graph Expressions (DAG)

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CSC2042S Practice Quiz Clustering Techniques and Calculations

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Past Papers

CSC2042S 2025 Assignment 1 Clustering Analysis of Global Development

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CSC2042S 2025 Assignment 1 Clustering Analysis of WDI Data

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CSC2042S Assignment 4 Optimizing Neural Networks for Image Classification

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CSC2042S Machine Learning Final Exam Paper 2 – UCT, Nov 2025

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CSC2042S Machine Learning Final Exam Paper 4 – UCT, Nov 2025

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Notes

Backpropagation – Lecture 6 Backpropagation Roger Grosse 1 Introduction So far, we’ve seen how to

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CSC2042S Advanced Calculus Functions of Several Variables Notes

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CSC2042S Feedforward Neural Networks Back Propagation Notes

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CSC2042S Lecture 7 – Deep Neural Networks and Optimization Notes

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Machine Learning Formulas Summary – Unsupervised Learning (ML101)

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QUIZ 2 Comparison of Perceptron, Linear Regression, and Logistic Regression

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Summaries

AI-REGULARISATION Practice Questions for Test Preparation

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CHAPTER 3 GENERATIVE AND DISCRIMINATIVE CLASSIFIERS – NAIVE BAYES & LOGISTIC

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CSC2042S Comprehensive Neural Networks Study Guide from Perceptron to

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CSC2042S Linear Algebra Lecture Notes Matrices and Operations

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M01_HAYK1399_SE_03_C01 Chapter 1 – Perceptron Learning Rule Overview

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Naive Bayes Classifier An Empirical Study on Feature Dependencies

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Other

CS Academic Dishonesty Policy for Computer Program Submissions

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CSC2042S 2025 Quiz 1 Memo and Solutions

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CSC2042S Course Handout Introduction to AI & Machine Learning Notes

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DIMENSION REDUCTION – ML Principal Component Analysis (PCA) Overview

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MIT Nonlinear Optimization Lecture 10 Stochastic Gradient Descent

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Practice Material

CSC2042S Linear Algebra Worksheet 1 Matrix Categories & Sums

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CSC2042S Linear Algebra Worksheet 3 Systems of Linear Equations

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CSC2042S Machine Learning Perceptron Practice Exam

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CSC2042S Machine Learning Test 2 Neural Networks Practice Questions

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CSC2042S PCA Examination Memorandum and Solutions

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CSC2042S Practice Quiz Clustering Techniques and Calculations

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CSC2042S Quiz 2 Memo Supervised Learning Solutions

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CSC3022F ML Practice Test 2 – May 2025 Solutions and Insights

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Machine Learning Test Study Guide – CSC2042S

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Perceptron Practice Exam Memo for CSC2042S Machine Learning

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Practice Questions Perceptron, Logistic Regression & Neural Networks

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Quiz Preparation Notes for CSC2042S – Chapters 8 & 9

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Researched Notes on Global AI Regulation Landscape (2025)

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Study Guide Supervised Learning Concepts & Key Points

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Test 1 Questions on Cost Graph Expressions (DAG)

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