IIT Kharagpur - Data Science for Engineers by NPTEL
4.8 /5- Offered byNPTEL
Data Science for Engineers by NPTEL at NPTEL Overview
Data Science for Engineers by NPTEL
at NPTEL
Offered by Indian Institute of Technology Madras and NPTEL
Duration | 8 weeks |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Beginner |
Official Website | Explore Free Course  |
Credential | Certificate |
Data Science for Engineers by NPTEL at NPTEL Highlights
Data Science for Engineers by NPTEL
at NPTEL
- Offered by IIT Madras
- Final score comprises of 25% of average of best 6 assignments and 75% of the proctored certification exam score out of 100
- Enrollments start from 20 July 2020
- Course conducted byProf. Ragunathan Rengasamy & Prof. Shankar Narasimhan (IIT Madras alumnus)
- Enroll for free
- Pay for Certification Examination
Read more
Data Science for Engineers by NPTEL at NPTEL Course details
Data Science for Engineers by NPTEL
at NPTEL
Skills you will learn
What are the course deliverables?
- Describe a flow process for data science problems (Remembering)
- Classify data science problems into standard typology (Comprehension)
- Develop R codes for data science solutions (Application)
- Correlate results to the solution approach followed (Analysis)
- Assess the solution approach (Evaluation)
- Construct use cases to validate approach and identify modifications required (Creating)
More about this course
- This course introduction of - R as a programming language , mathematical foundations required for data science, first level data science algorithms, data analytics problem solving framework and a practical capstone case study
Data Science for Engineers by NPTEL at NPTEL Curriculum
Data Science for Engineers by NPTEL
at NPTEL
Week 1:
Course philosophy and introduction to R
Week 2:
Linear algebra for data science
Week 3:
Statistics (descriptive statistics, notion of probability, distributions, mean, variance, covariance, covariancematrix, understanding univariate and multivariate normal distributions, introduction to hypothesis testing, confidenceinterval for estimates)
Week 4:
Optimization Week 5:
1. Optimization
2. Typology of data science problems and a solution framework
Week 6:
1. Simple linear regression and verifying assumptions used in linear regression
2. Multivariate linear regression, model assessment, assessing importance of different variables, subset selection
Week 7:
Classification using logistic regression
Week 8:
Classification using kNN and k-means clustering
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K
Koti Dasi
Data Science for Engineers by NPTEL
Offered by NPTEL
5
Learning Experience: Data science for engineers is basic level course those who want start career in Data science. Very well explained and balanced the whole course for beginners. The course covers the contents of, basic programming in R, Linear Algebra, Basics of optimization and algorithms of data science and practical examples. The algorithms covered in course are simple linear regression, multiple linear regression, logistic regression, KNN Algorithm and K means clustering algorithm.
Faculty: Professor Raghunathan Renguswamy
Yes, it is comprehensive
Course Support: No as of now
Reviewed on 1 Oct 2022Read More
B
BHASKAR GANDIKOTA
Data Science for Engineers by NPTEL
Offered by NPTEL
5
Learning Experience: Learning experience was good
Faculty: Instructors taught well
Curriculum was relevant and comprehensive
Course Support: Career support was helpful
Reviewed on 5 Mar 2022Read More
R
Rupesh Kumar
Data Science for Engineers by NPTEL
Offered by NPTEL
4
Other: NPTEL is really a good platform for build up my knowledge and getting new skills.
I took DATA SCIENCE FOR ENGINEERS course from here and I got 54% mark. Course is much more interesting but lecture is slightly boring. After all this the course is helpful and good.
Reviewed on 26 Jun 2021Read More
K
kumar Rohit
Data Science for Engineers by NPTEL
Offered by NPTEL
5
Other: It was a good course to learn about data science and it's working. IIT certified.
Reviewed on 23 Dec 2020Read More
S
Sai krishna
Data Science for Engineers by NPTEL
Offered by NPTEL
4
Other: I liked their explanation process which is really very very good and it enhanced my skills.
Reviewed on 30 Oct 2020Read More
View All 8 Reviews
Data Science for Engineers by NPTEL
at NPTEL
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