Great Learning - M.Tech. in Data Engineering
- Offered bySRM IST
- A++ NAAC accredited
- Deemed University
- Estd. 1985
M.Tech. in Data Engineering at SRM IST Overview
Duration | 2 years |
Total fee | ₹5.00 Lakh |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Go to Website |
Course Level | PG Degree |
M.Tech. in Data Engineering at SRM IST Highlights
- Earn a M.Tech. degree after completion of course from SRM University, NAAC A++ Grade
M.Tech. in Data Engineering at SRM IST Course details
For candidates who want to build a career in Data Engineering
For candidates who are looking to build a deep expertise in Data Engineering
For candidates, interested in building real-world Data Engineering skills such as Machine Learning, Deep Learning, Big Data, Python, SQL, TensorFlow and more
Latest data engineering tools and techniques
Data engineering frameworks
Python for Data Science
Statistical Foundations
Machine Learning
Deep Learning
Big Data Analytics
Data Visualization
The M.Tech. in Data Engineering program is designed to equip students with the skills and knowledge needed to design, build, and maintain the infrastructure and systems that enable effective data management and analysis
This program emphasizes practical skills and theoretical foundations in data engineering, big data technologies, and data architecture
Classes: Weekend classes (Saturdays and Sundays)
M.Tech. in Data Engineering at SRM IST Curriculum
Python for Data Science
Python Basics
Data Structures & Handling
Functions
Numpy & Pandas
Scipy
Scikit-learn
Data Analysis and Visualization
Data Undersanding
Data Pre-processing
Structuring Analytic Problems
Data Storytelling
Visualization and Dashboard
Tableau
Database Management System
Database Concepts
Data Models and SQL
Sub Queries & Joins
Analytical / Window Functions
Transaction Processing - ACID Properties
Mathematical Foundation
Linear Algebra for Data Science
Vector and Matrices
Functions and Derivatives
Eigen Decomposition - PCA
Singular Value Decomposition
Optimisation and Loss Functions
Machine Learning
Supervised Regression
Exploratory Data Analysis
Linear Regression (LR)
Statistical Significance of LR
Feature Engineering
Regularization Techniques
Model Deployment
Supervised Classification
Logistic Regression
K-Nearest Neighbours
Decision Trees
Ensemble Techniques
Naive Bayes
Model Improvement
Unsupervised Model
Clustering Techniques
K-means Algorithm
Hierarchical Clustering
Dimensionality Reduction
Recommender System
Market Basket Analysis
Time Series Forecasting
Decomposition
Moving Average
Time Series Forecasting
Auto-correlation
ARIMA
SARIMA
Advanced Data Visualization
Structuring Analytic Problems
Analytical Framework
Visualization in Tableau
Interactive Dashboard
Storytelling
LODs
Deep Learning
Neural Networks
Tensorflow and Keras
CNN and Applications
Transfer Learning and Applications
Object Detection
Natural Language Processing
Text Analytics - Basics
Document Summarization and Classification
Web Scraping
Sequential Modelling
Transformers
Big Data Technology
Hadoop
HDFS and Map Reduce
NoSQL and MongoDB
Batch Processing (Hive, HBase)
Real Time Processing (Spark, Kafka)
Open Electives
Operations Research
Industrial Safety
Entrepreneurship and IPR
Business Analysis and Communication
Professional Ethics
M.Tech. Thesis
M.Tech. in Data Engineering at SRM IST Placements
Particulars | Statistics (2023) |
---|---|
Average Salary | INR 7.10 Lakh |
Highest Salary | INR 1.00 Crore |
Median Salary | INR 6.00 Lakh |
M.Tech. in Data Engineering at SRM IST Entry Requirements
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