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                **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)
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