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IIT Madras Data Science 8 Weeks Free Course for Students | IIT Certificate – Register Now

IIT Madras Data Science 8 Weeks Course for Students | IIT Certificate – Register Now

HIGHLIGHTS:

Duration :8 weeks
Start Date :24 Jan 2022
End Date :18 Mar 2022
Exam Date :27 Mar 2022 IST
Enrollment Ends :31 Jan 2022
Category :Computer Science and EngineeringData ScienceProgramming

Learning Objectives:

  • Introduce R as a programming language 
  • Introduce the mathematical foundations required for data science 
  • Introduce the first level data science algorithms 
  • Introduce a data analytics problem solving framework
  • Introduce a practical capstone case study

Learning Outcomes:

  • 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) 

Course Layout:

Week 1: Course philosophy and introduction to R  

Week 2: Linear algebra for data science 

  • Algebraic view – vectors, matrices, product of matrix & vector, rank, null space, solution of over-determined set of equations and pseudo-inverse) 
  • Geometric view – vectors, distance, projections, eigenvalue decomposition

Week 3: Statistics (descriptive statistics, notion of probability, distributions, mean, variance, covariance, covariance matrix, understanding univariate and multivariate normal distributions, introduction to hypothesis testing, confidence interval 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

Course 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 us in person at any of the designated exam centres.
The exam is optional for a fee of Rs 1000/- (Rupees one thousand only).
Date and Time of Exams: 27 March 2022.

GET DETAILS AND APPLY HERE: CLICK HERE

Don’t Miss out on this Opportunity: CLICK HERE

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