**COMP3222/COMP6246: Lab Index** **Machine Learning Technologies** _2019 Fall: Semester 1_ **University of Southampton** # Lab Sessions !!! **MSc students (COMP6246)**: Can attend the undergrad labs as detailed below. !!! **Undergraduate students (COMP3222)**: Labs will be held at **4-6pm** on Mondays, **9-11am** on Tuesdays, **4-6pm** on Thursdays in **Avenue Campus, Bulding 65, Room 2141**. ## Lab #1: Basics of Machine Learning * [**_Download Notebook_**](lab1/lab1.ipynb) * [**_View Online_**](lab1/index.html) * [**_PDF_**](lab1/lab1.pdf) * Extra Materials: * [Setting Up Environment](lab1/extra1_1.pdf) * [Python](lab1/extra1_2.pdf) * [Checklist](lab1/extra1_3.pdf) * Solutions: * [_Download Notebook_](lab1_solution/lab1_solution.ipynb) * [_View Online_](lab1_solution/index.html) * [_PDF_](lab1_solution/lab1_solution.pdf) ## Lab #2: Linear Regression, Polynomial Regression and Support Vector Machines * [_Download Notebook_](lab2/lab2.ipynb) * [_View Online_](lab2/index.html) * [_PDF_](lab2/lab2.pdf) * Solutions: * [_Download Notebook_](lab2_solution/lab2_solution.ipynb) * [_View Online_](lab2_solution/index.html) * [_PDF_](lab2_solution/lab2_solution.pdf) ## Lab #3: Decision Trees, Random Forests and Ensemble Learning * [_Download Notebook_](lab3/lab3.ipynb) * [_View Online_](lab3/index.html) * [_PDF_](lab3/lab3.pdf) * Solutions: * [_Download Notebook_](lab3_solution/lab3_solution.ipynb) * [_View Online_](lab3_solution/index.html) * [_PDF_](lab3_solution/lab3_solution.pdf) ## Lab #4: Introduction to TensorFlow * [_Download Notebook_](lab4/lab4.ipynb) * [_View Online_](lab4/index.html) * [_PDF_](lab4/lab4.pdf) * Solutions: * [_Download Notebook_](lab4_solution/lab4_solution.ipynb) * [_View Online_](lab4_solution/index.html) * [_PDF_](lab4_solution/lab4_solution.pdf) ## Lab #5: Basic Perceptons, Convolutional Neural Networks * [_Download Notebook_](lab5/lab5.ipynb) * [_View Online_](lab5/index.html) * [_PDF_](lab5/lab5.pdf) * Solutions: * [_Download Notebook_](lab5_solution/lab5_solution.ipynb) * [_View Online_](lab5_solution/index.html) * [_PDF_](lab5_solution/lab5_solution.pdf) ## Lab #6: Recurrent Neural Networks * [_Download Notebook_](lab6/lab6.ipynb) * [_View Online_](lab6/index.html) * [_PDF_](lab6/lab6.pdf) * Solutions: * [_Download Notebook_](lab6_solution/lab6_solution.ipynb) * [_View Online_](lab6_solution/index.html) * [_PDF_](lab6_solution/lab6_solution.pdf) ## Courseworks (Optional, Not marked) * [_CW1 PDF_](coursework/COMP3222-6246_2019-20_CW1.pdf) * [_CW2 PDF_](coursework/COMP3222-6246_2019-20_CW2.pdf) * CW1 Solution: * [_Download Notebook_](coursework_solution/cw1_solution.ipynb) * [_View Online_](cw1_solution/index.html) * [_PDF_](cw1_solution/cw1_solution.pdf) * CW2 Solution: * [_Download Notebook_](coursework_solution/cw2_solution.ipynb) * [_View Online_](cw2_solution/index.html) * [_PDF_](cw2_solution/cw2_solution.pdf)