Reference no: EM133218262

Define potential problems that can be addressed using the machine learning techniques you have learnt. Formulate the problem in terms of unsupervised learning with justifications and perform activities such as preparing the dataset for analysis; investigating the relationships in the data set with visualization; creating a model; evaluating the performance of the model. Segment the population to help product marketing.

Demonstrate ML Life cycle illustrating the following activities:

Problem statement

Exploratory data analysis

Preprocess the data

Algorithm for clustering

Test the model

Performance evaluation of the model

Suggest ways of improving the model

Deliverables:

Documentation stating learning objectives, data set and tasks performed, list of models identified, comparative study, results and the learning outcomes.

Working code -Jupyter notebook.