Liverpool John Moores University - Liverpool John Moores University - Master of Science in Data Science 

Data Toolkit

Programming in Python

Introduction to Python

Python for DS

Data Visualisation in Python

Exploratory Data Analysis

Credit EDA Assignment

Inferential Stats

Machine Learning-1

Linear Regression - I

Linear Regression - II + Gradient Descent for SLR

Linear Regression Assignment

Logistic Regression - I

Logistic Regression - II

Classification using Decision Trees

Unsupervised Learning: Clustering

Basics of NLP and Lexical Processing

Business Problem Solving + Intro to GIT and GITHUB

Case Study: Lead Scoring

Data Analytics

Data Modelling

Advanced SQL Programming

Introduction to Cloud and AWS

Analytics at Large Scale in Spark - I

Analytics at Large Scale in Spark - II

Big Data Case Study

Basic Viz. using Tableau

Advanced Excel

Data Analysis and Visualisation in PowerBI

Business Analytics

Bagging & Random Forest

Model Selection - I

Model Selection - II

Time Series Forecasting - I

Time Series Forecasting - II

Model Selection Case Study

Basic Viz. using Tableau

Advanced Excel

Data Analysis and Visualisation in PowerBI

Natural Language Processing

Analytical Thinking and Structured Problem Solving using Frameworks

Data Storytelling

Airbnb Case Study

Product Development using OpenAI APIs, Fine Tuning using STaR technique in Python

Integrating speech using Whisper API and application deployment using Flask

Interview Gynie AI: Chatbot Development Project

Deep Learning

Bagging & Random Forest

Boosting

Model Selection

PCA

Advanced Regression + Time Series Forecasting (Optional)

Advanced ML case study

Introduction to Neural Networks and ANN

Data Engineering

Data Management and Relational Database Modelling

Introduction to Cloud and AWS Setup

Introduction to Hadoop and MapReduce Programming

NoSQL Databases and Apache HBase

Data Ingestion with Apache Sqoop and Apache Flume

MapReduce Programming Assignment

Research Methodologies

Introduction to Research and Research Process

Research Design

Literature Reviewing

Research Project Management

Report Writing and Presentation Skills

Master’s Dissertation

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