M.Sc. in Machine Learning and AI
- Offered byupGrad
- Private Institute
- Estd. 2015
M.Sc. in Machine Learning and AI at upGrad Overview
Duration | 18 months |
Start from | Start Now |
Total fee | ₹5.60 Lakh |
Mode of learning | Online |
Official Website | Go to Website |
Course Level | PG Degree |
M.Sc. in Machine Learning and AI at upGrad Highlights
- Earn a degree after completion of the course
- No Cost EMI Options Available
- Daily Doubt Resolution Support
- Case Studies and Projects for better preparation
M.Sc. in Machine Learning and AI at upGrad Course details
Individuals with a bachelor’s degree in computer science, engineering, mathematics, statistics, or related fields who want to specialize in machine learning and AI
Professionals in the tech industry seeking to deepen their expertise and advance their careers in machine learning and AI
Those currently working in data science, data analytics, or related roles looking to expand their skill set with advanced machine learning and AI techniques
Introduction to Machine Learning
Mathematics for Machine Learning
Programming for Machine Learning
Core Machine Learning Techniques
Advanced Topics and Applications
The Master of Science in Machine Learning & AI program is designed to provide an advanced and comprehensive education in the principles, techniques, and applications of machine learning and artificial intelligence
Students will gain hands-on experience with cutting-edge tools and technologies, preparing them to solve complex problems and innovate in various fields such as healthcare, finance, robotics, and more
M.Sc. in Machine Learning and AI at upGrad Curriculum
INTRODUCTION TO PYTHON
Build a foundation for the most in-demand programming language of the 21st century
PYTHON FOR DATA SCIENCE
Learn how to manipulate datasets in Python using Pandas, which is the most powerful library for data preparation and analysis
DATA VISUALISATION IN PYTHON
Humans are visual learners and hence no task related to data is complete without visualisation
DATA ANALYSIS USING SQL (OPTIONAL)
Learn the fundamentals of database and extract information from RDBMS using the structured query language
ADVANCED SQL AND BEST PRACTICES (OPTIONAL)
Apply advanced SQL concepts like windowing and procedures to derive insights from data and answer pertinent business questions
DATA ANALYSIS IN EXCEL
Taught by one of the most renowned data scientists in the country (S.Anand, CEO, Gramener), this module takes you from a beginner level Excel user to an almost professional user
STATISTICS AND EXPLORATORY DATA ANALYTICS
EXPLORATORY DATA ANALYSIS
CLOUD ESSENTIALS: INTRO TO GIT & GITHUB
INFERENTIAL STATISTICS
HYPOTHESIS TESTING
LENDING CLUB CASE STUDY
MACHINE LEARNING I
LINEAR REGRESSION
LINEAR REGRESSION ASSIGNMENT
LOGISTIC REGRESSION
NAIVE BAYES
MACHINE LEARNING II
ADVANCED REGRESSION
ADVANCED REGRESSION ASSIGNMENT
SUPPORT VECTOR MACHINE (OPTIONAL)
TREE MODELS & RANDOM FORESTS
MODEL SELECTION: PRACTICAL CONSIDERATIONS
DEEP LEARNING
INTRODUCTION TO NEURAL NETWORKS
CONVOLUTIONAL NEURAL NETWORKS - INDUSTRY APPLICATIONS
CONVOLUTIONAL NEURAL NETWORKS - ASSIGNMENT
RECURRENT NEURAL NETWORKS
NATURAL LANGUAGE PROCESSING
LEXICAL PROCESSING
SYNTACTICAL PROCESSING
SYNTACTIC PROCESSING - ASSIGNMENT
ELECTIVE 1: MLOPS
PRE-REQUISITE MODULE
INTRODUCTION TO MLOPS
DESIGNING MACHINE LEARNING SYSTEMS
ELECTIVE 2: GENERATIVE AI
ADVANCED NLP - INTRODUCTION TO ATTENTION MECHANISM
ADVANCED NLP - INTRODUCTION TO TRANSFORMERS
INTRODUCTION TO GENERATIVE AI, CHATGPT & PROMPT ENGINEERING
CAPSTONE
NEWS RECOMMENDER SYSTEM
CREDIT CARD FRAUD DETECTION
EYE FOR BLIND - (IMAGE CAPTIONING)
M.Sc. in Machine Learning and AI at upGrad Faculty details
M.Sc. in Machine Learning and AI at upGrad Placements
Particulars | Statistics (2021) |
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Highest Salary | INR 73.00 Lakh |