Top 6 Data Analytics Courses at IIT With Practical Training
Data is now seen as the new fuel for company progress in the world in which we live. The use of data analytics is increasing exponentially as times change in many different industries all around the world. The most in-demand talents by practically all data-driven firms are fundamental understanding of data gathering, analysis, and management. Data aids organizations in better understanding their clients and enhancing their financial performance. Today, massive amounts of data are produced through a variety of media. Although unprocessed data has potential, it is useless without analysis. To reap the rewards, you will need the right data analytics tools. Due to the current skills shortage, data-savvy management professionals can find a wide range of opportunities in the field of data analytics to create and analyze sizable datasets to identify and leverage hidden patterns to increase organizational efficiency. To bridge the gap between this demand and supply, several IITs are offering Data Analytics courses. In this article, we will explore in great detail, the top 6 Data Analytics courses at IIT.
The Indian Institute of Technology, a renowned educational institution, offers numerous PG and UG programs in data science with a practical curriculum. This will make it easier for ambitious data scientists to land jobs with reputable companies that pay well. While the other IITs provide certificate programs in data science, IIT Madras, IIT Hyderabad, IIT Roorkee, IIT Mandi, IIT Bombay, and IIT Kharagpur offer courses in data analytics. Let’s examine the best Data Analytics courses at IIT in 2022.
1. Advanced Certificate In Data Analytics – E&ICT Academy, IIT Kharagpur
The goal of E & ICT Academy is to close the gap between the academic approach to electronics and ICT that is currently offered by educational institutions and the industry’s requirement for a practical approach. Become an expert in statistical modeling, data analytics, data visualization, Tableau, R, and SQL by taking this course and learning from the greatest teachers from IITK and AI professionals across the world including IIT faculty members and Edvancer industry experts. Even after the course is finished, students get 24×7 access to the online course materials and videos. It is one of the top Data Analytics courses at IIT.
Course Duration: 180 hours
Mode of Teaching:
1. Live Online Classes
2. Self-paced
Course Fees:
Live Online Classes: 83,900+GST
Self-Paced: 55,900 + GST
Course Modules:
- Data Analytics in R
- Introduction to Analytics
- Fundamentals of R
- Basic Statistics in R
- Data Cleaning & Visualization in R
- Linear Regression in R
- Logistic Regression in R
- Segmentation for marketing analytics in R
- Time series forecasting in R
- Decision Trees in R
- Random Forest & XGBoost in R
- Solving an actual business problem through analytics
2. Data Analysis in SQL (Videos only)
- Introduction to SQL
- SQL data types & operators
- Useful operations in SQL
- Aggregating Data in SQL
- Functions and sub-queries in SQL
- DML and DDL statements in SQL
- Joins and views in SQL
3. Data Visualization in Tableau (Videos Only)
- Introduction to BI, Visualization & Tableau
- Connecting Data Sources
- Tableau Generated Fields
- Data Manipulation & Customization
- Using Parameters & adding statistics
- Geographical Analysis & Maps
- Creating visualizations, dashboards & stories
Project Samples:
- Healthcare: Determine a patient’s likelihood of being readmitted to a hospital system based on their medical history.
- BFSI: Recognize fraudulent transactions for a corporation issuing credit cards so that it can develop an early warning system to stop fraud in real time.
- Retail: Determine the sites where a major retailer should open new stores and where they will succeed.
- Real estate: Assist the real estate tech startup’s agents in closing deals more quickly by predicting property prices.
Course Benefits:
- Gain essential competencies in the highly sought-after fields of data analytics, statistical modeling, and data visualization in R, Tableau, and SQL by earning a certification as a full-stack data analytics expert from the E&ICT Academy at IIT Kanpur, India’s top-ranked institute of national importance.
- Create a portfolio of data analytics projects to demonstrate your expertise, build credibility, and draw employers to you.
- At the end of the course, present your work to industry leaders by using your CV.
- Gain practical knowledge thanks to the course’s hands-on, problem-solving-based methodology.
- Gain a substantial pay raise by becoming a data analytics expert and so one of the best Data Analytics courses at IIT.
Prerequisites
Education: Have a degree or are pursuing one in any field.
Experience: Prior programming knowledge is not required. You must, however, be willing to study algebra and the fundamentals of programming in the course.
Contact Details:
Ph: +91 9910043510
Email ID: ict[at]iitk.ac.in
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2. Certificate Program In Data Analytics – IIT Roorkee
The Certificate Program in Data Analytics at IIT Roorkee assists you in learning various analytical ideas and instructs you on how to use current analytical tools. With the help of this curriculum, you can begin or change your profession to one in analytics, which will improve your prospects for the future. It is one of the finest Data Analytics courses at IIT.
Course Duration:
6 months course | 24 weekends | 150 hours
80 hours of live online learning
70 hours of capstone project work and assessments
Mode of Teaching:
- On the BCCL technology platform, sessions will be given from the IIT Roorkee studio.
- On their own devices, the students will attend the lectures.
- For reference, students will have access to a learning management system.
- Top IIT faculty and business professionals will conduct live, online instructor-led seminars.
Course Fees: INR 1,00,000 + 18% GST
Course Modules:
1. Introduction to Business Analytics
- Formulating Analytical Solutions and Understanding Business Problems
- Technologies and Tools for Business Analytics
- Spreadsheet Modeling
2. Data Analysis Foundations in R
- Types of Data
- Different Sources of Data
- Data Collection
- Fundamentals on R
3. Data Visualization in R and Exploratory Data Analysis
- Descriptive Statistics
- Building Hypothesis for Business Problems
- Hypothesis Testing
- Pareto Analysis
- Storytelling with Data
- Data Visualization using GGPLOT
- Visualization and Text Analytics
4. Predictive Analytics in R
- Regression
- Classification
- Forecasting
- Clustering
- Time Series Forecasting
5. Optimization Techniques
- Integer and Linear Optimisation
- Sensitivity Analysis
- Network Optimisation
6. Capstone Project
7. Assessment
Career Support:
- Review of the LinkedIn profile to make an impressive profile
- To hear directly from industry practitioners, listen to industry experts speak.
- Create an online portfolio to display your projects.
- Artificial intelligence-powered résumé builders and resume assessments make it simple to apply to different job openings.
- Over 25,000 job openings have been created in the last three years.
Course Features:
- For working professionals only
- Comprehensive and modern curriculum
- Taught by IIT professors and business professionals
- A practical, hands-on training
- Full-spectrum career help
Prerequisites
- Any Bachelor’s degree with at least a 50% overall average
- Professional in the workforce with at least ONE YEAR of experience, ideally in analytics or related positions
Contact details:
Ph: 1800 120 2020 (Toll-Free)
Email ID: [email protected]
3. Certificate Program in Business Analytics and Optimization – IIT Delhi
Analytics helps support business growth by fueling decisions based on data, from projecting business outcomes to comprehending consumer behavior and market trends. The Indian Institute of Technology Delhi (IIT Delhi) created the five-month Certificate Program in Business Analytics & Optimization to assist professionals in upskilling and acquiring industry-ready skills in light of the bright future that lies ahead. By enrolling in this program, you will have the ability to use analytics and business intelligence to alter and develop your organization. It is one of the top Data Analytics courses at IIT.
Course Duration: 5 months
Mode of Teaching: Live online sessions
Course Fees: INR 60,000 + GST
Course Modules:
- Foundations of Business Analytics
- Introduction to Business Analytics
- Business Analytics for Competitive Advantage
- Fundamentals in Python, R, MS Excel, Tableau, and SQL
2. Statistical Analysis for Business Decisions
- Probability Models
- Hypothesis Testing, Sampling & Statistical Inference
- Analysis of Variance
- Business Applications & Insights
3. Data Visualization and Exploratory Data Analysis using Python/MS Excel/R/ Tableau
- Descriptive Analytics
- Building Data Models
- Spreadsheet Modeling
- Data Cleaning & Data Handling
- Generating Insights through Data Visualization
4. Predictive Analytics for Business
- Linear & Non-linear Regression
- Logistic Regression
- Data Mining for Predictive Analytics
- Classification and Clustering
- Time Series and Forecasting
- Text Analytics
5. Machine Learning for Managers
- Supervised & Unsupervised Learning
- Machine Learning using Neural Networks
- Random Forests and Decision Trees
- NLP and its Applications
6. Prescriptive Analytics
- Optimization Techniques
- Linear & Non-linear Programming Models
- Mixed-Integer Programming (MIP)
- Simulatios
7. Big Data Analytics for Managers
- Introduction to Big Data
- Applications of Big Data Analytics
- Approaching Issues in Big Data Analytics
8. Case Studies and Applications
- Analytics in Market Research & Marketing
- Analytics in Finance/ HR
- Supply Chain Management & Analytical Techniques in Operations
Course Outcomes:
- Improve your analytical skills and capacity to make decisions based on facts
- Understand and categorize complicated business issues using analytical representations
- Utilize appropriate analytical techniques to identify solutions that meet the stated business objectives
- Convert project data from business analytics into actionable steps
- Utilize descriptive, predictive, and prescriptive analytics tools to influence business choices.
Course Features:
- Learn from one of India’s top-ranked national important institutions.
- Live online learning with high impact and real-world case studies are both available.
- Get industry-focused knowledge from renowned IIT Delhi teachers.
- Participate in peer-to-peer learning to grow your network of professionals.
- Score at least 50% in each of the evaluation components and keep a minimum attendance of 60% in both lectures and tutorials to get an IIT Delhi successful completion certificate.
Course Beneficiaries:
- Mid-level and young professionals seeking to advance their skills and abilities to create or accelerate their careers in business analytics.
- Professionals want to improve their analytical skills and capacity for making decisions to influence business decisions with data-oriented insights and solutions.
Contact Details: Check out the website
4. Diploma In Data Science and Applications – IIT Madras
There is a significant shortage of skilled candidates for jobs as data scientists because established university programs in the field are still in their infancy. Traditional classroom programs cannot provide the numbers required to satisfy the impending objectives because of their low throughput. Online instruction can train considerably greater numbers of people, but scaling without compromising quality has proven to be difficult in the past. Therefore, the goal of this curriculum is to produce a fully qualified programmer who is skilled in application development, data sciences, and machine learning. The learner is exposed to a comprehensive method of collecting, analyzing, and interpreting data for a variety of challenges through the Diploma in Data Science. The context and need for the data are established in the Business Data courses, and the student is equipped to use and analyze the data to draw significant conclusions in the Machine Learning courses.
Course Duration: 1- 2 years
Mode of Teaching: Classroom
Course Fees: INR 62,500
Course Modules:
- Machine Learning Foundations
- Business Data Management
- Business Data Management – Project
- Machine Learning Techniques
- Machine Learning Practice
- Machine Learning Practice – Project
- Business Analytics
- Tools in Data Science
Qualifying Criteria
- Coursework and assignments are due in 4 weeks.
- In general, the qualifier exam will be based on the four weeks’ worth of content for those who receive the minimum required scores on weekly assignments during the four weeks.
- Those who pass the qualifying exam with the minimum necessary scores are eligible to sign up for foundation-level courses.
Course Features:
- Learn from professionally crafted courses delivered by knowledgeable IIT Madras teachers and other subject-matter authorities.
- The program is adaptable with a variety of entry and departure points for students from all backgrounds and with various objectives.
- There will be active academic teams in the discussion boards for each course to assist in answering questions.
- One of the finest Data Analytics courses at IIT
Eligibility Criteria:
- No matter their age or academic background, everyone who has completed Class 12 or the equivalent is eligible to apply. Those who can qualify can start the program right away.
- Applicants may be from any group, stream, or board as long as they took their Class 11 final exams. After passing Class 12, those who meet the requirements can enroll in the program.
Contact Details:
Ph: 7850-999966
Email: [email protected]
5. Advanced Certification in Data Analytics – E&ICT Academy, IIT Kanpur
Anyone seeking a high-growth job in data analytics must enroll in the Advanced Certification in Data Analytics program at IIT Kanpur. This curriculum offers the ideal balance of theory, case studies, and in-depth practical experience. Its program combines academic rigor with considerable industry exposure to provide you with cutting-edge conceptual knowledge and cutting-edge skill sets that are unmatched by other programs of this kind. This curriculum is made to provide a thorough data analytics education to recent graduates from any discipline as well as seasoned professionals with programming as well as non-programming backgrounds. It is one of the best Data Analytics courses at IIT.
Course Duration: 6 months
Mode of Teaching: Live Online/Self-paced
Course Fees: Online – INR 83,900 + GST
Self-paced – INR 55,900 + GST
Course Modules:
1. Introduction to Data Science and Analytics
2. Basics of Data Handling, R, and Statistics
- Fundamentals of R
- Data Visualization in R
- Data cleaning and preparation using R
- ANOVA and Hypothesis testing in R to guide decision making
3. Predictive Analytics in R
- Correlation and Linear regression
- Logistic regression
- Techniques of customer segmentation
- Time series forecasting techniques
- Decision trees & Random Forests
- Boosting Machines
- Cross Validation & Parameter Tuning
- Final Case Study
4. Data Analysis in SQL
- Introduction to SQL
- SQL Data Types & Operators
- Useful Operations in SQL
- Aggregating Data in SQL
- Writing Sub-Queries in SQL
- Common function in SQL
- Analytic Functions in SQL
- Writing DML Statements
- Writing DDL Statements
- Using Constraints in SQL
- SQL Joins
- Views in SQL
5. Data Visualization in Tableau
- Introduction to Business Intelligence & Visualization
- Introduction to Tableau
- Dive into Tableau
- Connecting Data Sources
- Tableau Generated Fields
- Data Manipulation in Tableau
- Working with Dates in Tableau
- Data Customization with Calculations
- Adding Dynamism to a View with Parameters
- Geographical Analysis & Maps
- Creating Visualizations
- Adding Statistics to Data
- Formatting & Annotation
- Dashboards & Stories
Skills you acquire:
- Data Analysis,
- Statistical Analysis,
- Predictive Modeling,
- Data Visualization,
- R,
- SQL and
- Tableau
Course Features:
- After the project is finished, receive advanced certification from the E&ICT Academy at IIT-Kanpur.
- 70% of the training will be practical.
- IIT Kanpur’s top academics and industry
- 7 commercial projects across various industries
- 180 hours of instruction using videos, assignments, and projects during live online classes
- Career-relevant soft skill training
- Weekends with industry professionals
- Complete Placement Support and one of the best Data Analytics courses at IIT.
Eligibility Criteria:
Bachelor’s degree with a minimum grade point average of 50% or equivalent. No prior coding knowledge is needed.
Contact Details:
Ph: 18001031495
Email id: [email protected]
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6. Executive PG Program in Data Science – IIT Bombay
The Executive Post Graduate Program is a challenging 12-month online course created especially for working professionals to advance professional networks, gain practical knowledge and abilities, and prepare for employment in data science. The IIIT Bangalore grants the certification. The course is intended for working professionals who want to advance their careers in the data domain. The curriculum is structured into five tracks to take into account the demands of various data roles in the industry. The first five to six months of the course will be spent by all students following a common curriculum. The remaining six to seven months will be spent choosing one of the five specialties and completing a capstone project. It is one of the top Data Analytics courses at IIT.
Course Duration: 12 months
Mode of Teaching: Online
Course Fees: INR 2,29,000
Course Modules:
- Pre-program Preparatory Content
- Data Analysis in Excel
- Analytics Problem Solving
2. Data Toolkit
- Introduction to Python
- Programming in Python
- Python for Data Science
- Data Visualization in Python
- Exploratory Data Analysis
- Credit EDA Case Study
- Inferential Statistics
- Hypothesis Testing
- Data Analysis using SQL
- Advanced SQL & Best Practices
- SQL Assignment: RSVP Movies
3. Machine Learning
- Linear Regression
- Linear Regression Assignment
- Logistic Regression
- Classification using Decision Trees
- Basics of NLP and Text Mining
- Unsupervised Learning: Clustering
- Business Problem-Solving
- Clustering Assignment (Optional)
- Case Study: Lead Scoring
4. Deep Learning (specialization)
- Tree Models
- Model Selection & General ML Techniques
- Bagging and Boosting
- Advanced Regression
- Advanced Regression Assignment
- Principal Component Analysis
- Time Series Analysis
- Telecom Churn Case Study
- Introduction to Neural Networks
- CNN Assignment
- Recurrent Neural Networks
- Gesture Recognition
- Capstone Project
5. Natural Language Processing (specialization)
- Linear Regression
- Bagging & Random Forest
- Boosting
- Model Selection & General ML Techniques
- Principal Component Analysis
- Advanced Regression
- Advanced ML Case Study
- Time Series Forecasting
- Neural Nets for NLP
- Syntactic Processing
- Syntactic Processing Assignment
- Semantic Processing
- Applied DL in NLP
- Case Study: Automatic Ticket Classification
- Capstone Project
6. Business Analytics ( Specialization)
- Visualization using Tableau
- Advanced Excel
- Visualization using PowerBI
- Structured Problem Solving using Frameworks
- Data Storytelling
- Airbnb Case Study
- Bagging & Random Forest
- Model Selection & General ML Techniques
- Time Series Forecasting
- Model Selection Case Study
- Operations Research in Excel
- Data Architecture
- Data Strategy
- Business Case Study
- Capstone Project
7. Data Analytics/Business Intelligence
- Visualization using Tableau
- Advanced Excel
- Visualization using PowerBI
- Structured Problem Solving using Frameworks
- Data Storytelling
- Airbnb Case Study
- Data Modeling
- Advanced SQL and Best Practices
- Introduction to Big Data and Cloud
- Analytics using Spark
- Big Data Case Study
- Data Structures – Sets, Dictionaries, Stacks, Queues
- Searching and Sorting
- Algorithm Analysis + Recursion
- Advanced Database Programming using Pandas
- Python & SQL Lab
- Capstone Project
8. Data Engineering
- Data Management and Relational Database Modeling
- Introduction to Big Data(Optional)
- Introduction to Cloud and AWS Setup
- Introduction to Hadoop and MapReduce Programming
- Assignment (Optional)
- Data Warehousing (Optional)
- Map reduce Programming Assignment
- Hive & Querying
- Amazon Redshift
- Introduction to Apache Spark
- Project: ETL Data Pipeline
- AWS Cloud Infrastructure (Optional)
- Optimizing Spark for Large-Scale Data Processing
- Apache Flink
- Real-Time Data Streaming with Apache Kafka
- Real-Time Data Processing using Spark Streaming
- Building Automated Data Pipelines with Airflow
- Analytics using PySpark
- Project: Real-Time data processing
- Capstone Project
Course Features:
- Equivalent to IIIT Bangalore alumni status at level 8 of the National Skill Qualification Framework
- Designed for Professionals in the Workplace
- Depending on your career goals, choose from 5 specializations.
- The student support team may answer any non-academic questions at any time, day or night.
- Tests run by subject-matter experts to gauge and assess industry readiness.
- Opportunities for peer-to-peer interaction with alumni from around the world.
- First EPGP in India to Adhere to SSC NASSCOM Competency Standards
- Study 14+ Popular Programming Languages & Tools
- Get complete career support from AI-powered inputs, including generating resumes, doing simulated interviews with hiring managers, and reviewing LinkedIn profiles.
Skills You Acquire:
- Predictive Analytics using Python,
- Machine Learning,
- Data Visualization,
- Big Data,
- Natural Language Processing
Eligibility Criteria:
A bachelor’s degree with at least a 50% grade, or the equivalent. No Coding Background.
Contact Details:
Call Us: 18002102020
Email: [email protected]
Other recommended readings:
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FAQs
1. What career options are available, once we complete one of these Data Analytics courses at IIT?
There is a great need for specialists in data analytics as industries move quickly toward data-driven decision-making. Professionals operate in a variety of sectors, including manufacturing, banking, and retail. After completing the course, students can succeed in professions such as:
- Data Scientist,
- Data Engineer,
- Data Analyst,
- Data Journalist,
- Database Admin Financial Analyst,
- Business Analyst,
- Product Analyst,
- Business Intelligence Analyst,
- Marketing Analyst.
2. After completing one of these Data Analytics courses at IIT, how much salary is expected?
The average yearly income for a data analyst in India is 4.3 Lakhs, with salaries ranging from 1.9 Lakhs to 11.6 Lakhs. Salary projections are based on data analysts’ 42.3k wages.
3. What kind of businesses hire data analytics professionals?
Businesses of all sizes across a range of industries, including tech, finance, healthcare, and entertainment, need data analysts to help them improve operations and launch new products.
Conclusion
These days, everything is based on data, from expenses and logistics to market research and sales metrics. These Data Analytics Courses at IIT seek to produce well-rounded data analysts who possess in-depth knowledge of pertinent tools and languages, as well as experience in cutting-edge applications and algorithms. Additionally, the pay scale available in this industry is encouraging students to select it as a career. One of the highest-paying employment positions in the nation is available in this industry. It is one of the most sought-after courses in this field is data analytics. So enroll yourself in one of these Data Analytics courses at IIT and ride high on the data wave.
