M.Sc Machine Learning and Artificial Intelligence at Liverpool John Moores University, Liverpool Online Course

Exploratory Data Analysis

Investment Assignment

Inferential Statistics

Hypothesis Testing

Lending Club Case Study

Linear Regression

Assignment: Linear Regression

Logistic Regression

Naive Bayes

Model Selection

Advanced Regression

Advanced Regression assignment

Support Vector Machine (Optional)

Tree Models

Model Selection - Practical Considerations

Boosting

Unsupervised learning: Clustering

Unsupervised Learning: Principal Component Analysis

Telecom Churn Case Study

Lexical Processing

Syntactic Processing

Syntactic Processing -Assignment

Semantic Processing

Building Chatbots with RASA

Introduction to Neural Networks

Neural Networks - Assignment

Convolutional Neural Networks - Industry Applications

Recurrent Neural Networks

Neural Networks Project - Gesture Recognition

Classical Reinforcement Learning

Tic Tac Toe Assignment - Classical Reinforcement Learning

Deep Reinforcement Learning

Reinforcement Learning Project

Deployment

Capstone

What is research ?

Types of research?

Research process

Data collection

Report writing and presentation

Scientific ethics

Investigate dietary patterns and metabolite fingerprints of takeaway (fast) food consumers using PCA and clustering methods

Investigate a diagnosis of eye diseases using imaging ophthalmic data

Structure medical images with information geometry

Using Social media feed to place tweets regarding natural disasters on a map

Preventing credit card fraud through pattern recognition

Developing a recommender system for a Media giant

Risk modelling for Financial activities and Investment Banking