Implement at least two appropriate solutions using data science techniques and tools, for your chosen

dataset, in line with the project proposal submitted for Coursework #$1.$

You should aim to:

$1.$ Explore the dataset with detailed preliminary data analysis and exploration of the dataset features.

$2.$ Perform any required data cleaning and other initial manipulation, organisation, and visualisation of

the dataset.

$3.$ Perform Exploratory Data Analysis.

$4.$ Observe, generate, and plot useful information about the data using suitable feature extraction and

engineering with the use of multiple variables and features.

$5.$ Create two or more solutions to make predictions from the dataset, train the solutions using the

existing data, demonstrate the solutions outputs and accuracy using suitable cross$-$validation

methods. Make and present all observations using suitable code comments, markdown, text

outputs, figures, charts, graphs, etc. to show interpretations of the results.

Deliverable $1$ Max Marks $[75$ marks$]$