Master of Science in Machine Learning & AI

Student Support

• A dedicated program coordinator
• 24/7 support to answer all your queries! [email protected]
• Centralised WhatsApp channels for queries

Stats and EDA

• EDA + Welcome
• Intro to Git & Github
• Lending Club case study
• Inferential Stats
• Hypothesis Testing

Machine Learning - I

• Linear Regression Module
• Linear Regression Assignment: Bike sharing company(demand regression)
• Logistic Regression
• Naive Bayes
• Model Selection
• Revision week - Skill test

Machine Learning - II

• Advanced Regression
• Advanced regression assignment + SVM (Optional)
• Tree Models
• Random Forests + Practical Considerations
• Boosting - 1
• Unsupervised Clustering
• PCA
• Telecom Churn Case Study
• Buffer - Skill test

Deep Learning

• Introduction to Neural Networks - Part1
• Introduction to Neural Networks - Part2
• Convolutional Neural Networks
• Assignment: Convolutional Neural Networks
• CNN: Practical Considerations
• Recurrent Neural Networks
• Gesture Recognition - Project
• Exam on Sunday End of the week
• Revision week - Skill test (DL)

Natural Language Processing

• NLP - Lexical Processing
• NLP - Syntactic Processing
• NLP Assignment - Syntactic Processing
• NLP - Semantic Processing
• Ticket classification Project
• Buffer - Skill test(NLP)

Elective : MLops Elective

• Pre-Requisite Module
• Introduction to MLops
• Designing Machine Learning Systems
• Experimenting with Data and Model using MLflow
• Automating and Orchestrating piepelines with Airflow
• Building continuous learning infrastructure
• MLOps Project
• Advanced NLP - Introduction to Attention Mechanism
• Advanced NLP - Introduction to Transformers
• Advanced CV - Object Detection & Semantic Segmentation
• MLOps + Deployment: DL (Theory)
• MLOps + Deployment: DL (Case Study)
• Exam on Sunday End of the week
• Revision week - Skill test

Elective: Generative AI Elective

• Advanced NLP - Introduction to Attention Mechanism
• Advanced NLP - Introduction to Transformers
• "Fundamentals of Generative AI, ChatGPT & Prompt Engineering using Non Reasoning, Chain of Thought & Advanced Techniques"
• Product Development using OpenAI APIs, Fine Tuning using STaR technique in Python
• Integrating speech using Whisper API and application deployment using Flask
• Fundamentals of Multimodal LLMS like Stable Diffusion, Mid Journey
• "Fundamentals of Design, Photography & Product Development using Stable Diffusion in Python & Applications of LLMs for Data Science problems like clustering, classification"
• GenAI Project
• Applications of LLMs to Create Embeddings for Large Documents
• Applications of Vector stores like Pinecone to store and index embeddings of large documents
• Understand the importance of LangChain and its applications
• Initialize the agents, tools and vector store for storage and retrieval
• Connect the components using Chain and explore the power of tools in LangChain
• Scale and Deploy Generative AI Apps using Azure OpenAI services
• Future Developments in Generative AI

Capstone

• Capstone

Research Methodologies

• Introduction to Research and Research Process
• Research Design
• Literature Reviewing
• Research Project Management
• Report Writing and Presentation Skills
• Scientific Ethics

Master's Dissertation

• 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 feeds 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 modeling for Financial activities and Investment Banking

We provide a blended peer-to-peer learning and networking experience

• Live discussion forum for peer-to-peer doubt resolution
• Great networking opportunities with a pool of 10,000+ Alumni
• Insightful lab walkthroughs of industry-driven projects
• Improve with weekly real-time doubt-clearing sessions

The program prepares you for several in-demand data roles

• Machine Learning Engineer
• AI Engineer
• Software Developer
• Data Scientist