M.Sc. in Machine Learning and Artificial Intelligence
- Offered byupGrad
- Private Institute
- Estd. 2015
M.Sc. in Machine Learning and Artificial Intelligence at upGrad Overview
Duration | 18 months |
Total fee | ₹5.60 Lakh |
Mode of learning | Online |
Official Website | Go to Website  |
Course Level | PG Degree |
M.Sc. in Machine Learning and Artificial Intelligence at upGrad Highlights
- Earn a degree after completion of the course
- 15+ Case Studies and Projects for better learning
- No Cost EMI Options Available
- Daily Doubt Resolution Support
M.Sc. in Machine Learning and Artificial Intelligence at upGrad Course details
Individuals with a bachelor’s degree in computer science, engineering, mathematics, statistics, or related fields who wish to specialize in machine learning and AI
Professionals in the tech industry looking to deepen their expertise and advance their careers in machine learning and AI
Supervised learning
Unsupervised learning
Semi-supervised and self-supervised learning
Neural networks
Convolutional neural networks (CNNs)
Recurrent neural networks (RNNs) and LSTMs
Generative adversarial networks (GANs)
The Master of Science in Machine Learning & AI is an advanced graduate program designed to provide students with a deep understanding of the principles, techniques, and applications of machine learning and artificial intelligence.
This program covers a comprehensive range of topics, including fundamental theories, cutting-edge algorithms, and real-world implementations
Students will gain hands-on experience with state-of-the-art tools and technologies, preparing them to address complex problems and drive innovation across various sectors such as healthcare, finance, robotics, and more
M.Sc. in Machine Learning and Artificial Intelligence at upGrad Curriculum
Course 1
EDA + Welcome
Intro to Git & Github
Lending club case study
Inferential Stats
Hypothesis Testing
Course 2
Linear Regression Module
Linear Regression Module
Linear Regression Assignment: Bike sharing company(demand regression)
Logistic Regression
Naive Bayes
Model Selection
Course 3
Advanced Regression
Advance regression assignment + SVM (Optional)
Tree Models
Random Forests + Practical Considerations
Boosting - 1
Unsupervised Clustering
PCA
Course 4
Introduction to Neural Networks - Part 1
Introduction to Neural Networks - Part 2
Convolutional Neural Networks
Assignment: Convolutional Neural Networks
CNN: Practical Considerations
Recurrent Neural Networks
Gesture Recognition - Project
Course 5
NLP - Lexical Processing
NLP - Syntactic Processing
NLP Assignment - Syntactic Processing
NLP - Semantic Processing
Ticket classification Project
Buffer - Skill test (NLP)
MLOps Elective
Pre-Requisite Module
Introduction to MLops
Designing Machine Learning Systems
Experimenting with Data and Model using MLflow
Automating and Orchestrating pipelines with Airflow
Building continuous learning infrastructure
MLOps Project
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
Topics (1)
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 feed to place tweets regarding natural disasters on a map
M.Sc. in Machine Learning and Artificial Intelligence at upGrad Faculty details
M.Sc. in Machine Learning and Artificial Intelligence at upGrad Placements
| Particulars | Statistics (2021) |
|---|---|
| Highest Salary | INR 73.00 Lakh |
Top Recruiters for upGradM.Sc. in Machine Learning and Artificial Intelligence at upGrad Entry Requirements
- 50%
- Read more
Bachelor’s Degree with min. 50% and successful completion of the EPGP in ML from IIITB & minimum 1 year of technical work experience
- N/A
- Minimum: 24 months
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