Online Executive MBA in AI and Machine Learning Course Subjects/Syllabus

Pre Program Preparation 

• Introduction to Python
• Python for Data Science
• Math for Machine Learning
• Data Visualisation in Python
• Data Analysis using SQL
• Advanced SQL

Statistics and Exploratory Data Analytics 

• Analytics Problem Solving
• Investment Case Study
• Inferential Statistics
• Hypothesis Testing
• Exploratory Data Analysis
• Group Project

Machine Learning 1 

• Linear Regression
• Investment Case Study
• Linear Regression Assignment
• Logistic Regression
• Naive Bayes
• Model Selection

Machine Learning 2

• Advanced Regression
• Support Vector Machine (Optional)
• Tree Models
• Model Selection - Practical Considerations
• Boosting
• Unsupervised Learning: Clustering
• Unsupervised Learning: Principal Component Analysis
• Telecom Churn Case Study

Natural Language Processing 

• Lexical Processing
• Syntactic Processing
• Syntactic Processing - Assignment
• Semantic Processing
• Building Chatbots with Rasa

Deep Learning 

• Introduction to Neural Networks
• Neural Networks - Assignment
• Convolutional Neural Networks - Industry Applications
• Recurrent Neural Networks
• Neural Networks Project - Gesture Recognition

Reinforcement Learning 

• Classical Reinforcement Learning
• Assignment - Classical Reinforcement Learning
• Deep Reinforcement Learning
• Reinforcement Learning Project