IIT Madras Online Course on Data Science for Engineers

IIT Madras Online Course on Data Science for Engineers

Introduction

The Indian Institute of Technology (IIT), Madras is organizing an Online Course on Data Science for Engineers from July 20, 2020, to September 11, 2020. Candidates can check the details of IIT Madras Online Course on Data Science for Engineers and can apply thorugh the offcial website or the below provided link.

Notification

IIT Madras Online Course on Data Science for Engineers
Name of the Organization IIT Madras
Type of the Organization Government
Name of the Course Data Science
Official Website SWAYAM 

Objectives

1. Introduce R as a programming language
2. Introduce the mathematical foundations required for data science
3. Introduce the first level data science algorithms
4. Introduce a data analytics problem-solving framework
5. Introduce a practical capstone case study.

Outcomes

1. Describe a flow process for data science problems (Remembering)
2. Classify data science problems into standard typology (Comprehension)
3. Develop R codes for data science solutions (Application)
4. Correlate results in the solution approach followed (Analysis)
5. Assess the solution approach (Evaluation)
6. Construct use cases to validate the approach and identify modifications required (Creating)

Content

Weel 1: Course philosophy and introduction to R
Week 2: Linear algebra for data science
Week 3: Statistics (descriptive statistics, the notion of probability, distributions, mean, variance, covariance, covariance matrix, understanding univariate and multivariate normal distributions, introduction to hypothesis testing, the confidence interval for estimates).
Week 4: Optimization
Week 5: Simple linear regression and verifying assumptions used in linear regression.
Week 6: Classification using logistic regression.
Week 7: Classification using kNN and k-means clustering.

Certificate

The course is free to enroll and learn from. But if you want a certificate, you have to register and write the proctored exam conducted by IIT Madras in person at any of the designated exam centers. The exam is optional for a fee of Rs 1000/- (Rupees one thousand only).

The Date and Time of Exams are 27 September 2020; The Morning session will be conducted from 9 am to 12 noon and The Afternoon Session from 2 pm to 5 pm. The Certificate will have your name, photograph, and the score in the final exam with the breakup. It will have the logos of NPTEL and IIT Madras

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