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The COM6018 module book

Lectures

000 COM6018 Lecture Notes
010 Welcome to COM6018
015 Getting set up
020 Using Git and GitHub
025 Reading and Writing Data
030 Introducing NumPy
040 Introducing Pandas
050 Data Visualisation with Matplotlib and Seaborn
060 An Introduction to Scikit-Learn
070 Classification with Scikit-Learn
080 Curve Fitting with Scikit-Learn
090 Assignment 2 - Face Orientation Challenge
100 Evaluating Classifiers

Course Notes

000 COM6018 Course Notes
010 Getting Started with Python
015 Further Python
020 Reading and Writing Data Files
030 Numerical Computing with NumPy
035 Some Common Problems
040 Processing Data with Pandas
045 Common Pandas Mistakes
050 Exploratory Data Analysis and Visualization
060 Introducing Scikit-Learn
070 Classification with Scikit-Learn
080 Curve Fitting with Scikit-Learn
090 Evaluating Classifier Performance

Lab Classes

000 COM6018 Lab Classes
010 Getting Started with Python
020 Reading data
030 Introducing NumPy
040 Working with Pandas
050 Using Matplotlib
060 Introduction to Scikit Learn
070 Classification with Scikit Learn
080 Curve Fitting with Scikit Learn
090 Face Verification Assignment
100 Evaluating Classifiers

Solutions

000 COM6018 Solutions
010 Getting Started with Python
020 Reading data
030 Introducing NumPy
040 Working with Pandas
050 Using Matplotlib
060 Introduction to Scikit Learn
070 Classification with Scikit Learn
080 Curve Fitting with Scikit Learn
090 Face Verification Assignment
100 Evaluating Classifiers

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070 Classification with Scikit-Learn

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By Jon Barker, University of Sheffield

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