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IIIT Hyderabad
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Mathematical Foundations of Data Science 
offered by IIIT Hyderabad

  • A++ NAAC accredited
  • Deemed University
  • Estd. 1998

Mathematical Foundations of Data Science
 at 
IIIT Hyderabad 
Overview

Crucial Math for Insights: Mastering Foundations of Data Science - Equipping Minds to Uncover Patterns and Make Informed Decisions.

Duration

224 hours

Mode of learning

Online

Official Website

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Credential

Certificate

Mathematical Foundations of Data Science
Table of content
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  • Overview
  • Highlights
  • Course Details
  • Curriculum
  • Faculty
  • + 1 more item

Mathematical Foundations of Data Science
 at 
IIIT Hyderabad 
Highlights

  • Earn a Certification after completion
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Mathematical Foundations of Data Science
 at 
IIIT Hyderabad 
Course details

Skills you will learn
Data analysisData ScienceSoftware Testing
More about this course
  • Mathematical Foundations of Data Science immerses students in the essential mathematical concepts underpinning data analysis and machine learning.
  • Covering linear algebra, calculus, and probability, this course equips learners with the mathematical prowess to derive insights, build models, and harness the power of data for informed decision-making in today's data-driven world.

Mathematical Foundations of Data Science
 at 
IIIT Hyderabad 
Curriculum

Foundations:

Estimation from Random Samples and Confidence Intervals, Random Walks in Graphs and PageRank, Best fit subspace or PCA using SVD.

Algorithms for Large Datasets:

Streaming Algorithms, Property testing, Hashing, Approximate Nearest Neighbours using Locality Sensitive Hashing

Theory of Supervised Learning:

PAC Learning, Sample Complexity, VC Dimension, Learning Half spaces, Juntas

Faculty Icon

Mathematical Foundations of Data Science
 at 
IIIT Hyderabad 
Faculty details

Girish Varma

Mathematical Foundations of Data Science
 at 
IIIT Hyderabad 
Admission Process

    Important Dates

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    Mathematical Foundations of Data Science
     at 
    IIIT Hyderabad 

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    Mathematical Foundations of Data Science
     at 
    IIIT Hyderabad 
    Contact Information

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    Address

    International Institute of Information Technology
    Prof. C R Rao Road
    Hyderabad ( Telangana)

    Phone
    04066531000

    (For general query)

    04066531250

    (For admission query)

    Email
    query@iiit.ac.in

    (For general query)

    ugadmissions@iiit.ac.in

    (For admission query)

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