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NOC:Data Science for Engineers

24 Learners

NOC:Data Science for Engineers

Validity Unlimited NOC:Data Science for Engineers All Level NOC:Data Science for Engineers English

5.0 (7)
Free

About This Course

Data science is a multi-disciplinary field that uses scientific methods, processes, algorithms and systems to extract knowledge and insights from structured and unstructured data.Data science is the same concept as data mining and big data: "use the most powerful hardware, the most powerful programming systems, and the most efficient algorithms to solve problems".Data science is a "concept to unify statistics, data analysis, machine learning and their related methods" in order to "understand and analyze actual phenomena" with data.

  • NOC:Data Science for Engineers Total 8 Modules
  • NOC:Data Science for Engineers 50 Videos
  • NOC:Data Science for Engineers Downloadable on mobile
  • NOC:Data Science for Engineers Published on 05 July, 2019

Course Curriculum

Week 1

NOC:Data Science for Engineers
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    Data science for engineers Course philosophy and expectation

    8m <?php echo  $alt; ?>
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    Introduction to R

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    Introduction to R (Continued)

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    Variables and datatypes in R

    8m <?php echo  $alt; ?>
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    Data frames

    8m <?php echo  $alt; ?>
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    Recasting and joining of dataframes

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    Arithmetic,Logical and Matrix operations in R

    8m <?php echo  $alt; ?>
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    Advanced programming in R : Functions

    8m <?php echo  $alt; ?>
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    Advanced Programming in R : Functions (Continued)

    8m <?php echo  $alt; ?>
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    Control structures

    8m <?php echo  $alt; ?>
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    Data visualization in R Basic graphics

    8m <?php echo  $alt; ?>

Week 2

NOC:Data Science for Engineers
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    Linear Algebra - Distance,Hyperplanes and Halfspaces,Eigenvalues,Eigenvectors

    24m <?php echo  $alt; ?>
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    Linear Algebra - Distance,Hyperplanes and Halfspaces,Eigenvalues,Eigenvectors

    24m <?php echo  $alt; ?>
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    Linear Algebra - Distance,Hyperplanes and Halfspaces,Eigenvalues,Eigenvectors

    24m <?php echo  $alt; ?>
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    Solving Linear Equations ( Continued )

    24m <?php echo  $alt; ?>
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    Solving Linear Equations

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    Linear Algebra for Data science

    24m <?php echo  $alt; ?>
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    Linear Algebra - Distance,Hyperplanes and Halfspaces,Eigenvalues,Eigenvectors

    28m <?php echo  $alt; ?>

Week 3

NOC:Data Science for Engineers
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    Hypotheses Testing

    37m <?php echo  $alt; ?>
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    Sample Statistics

    37m <?php echo  $alt; ?>
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    Random Variables and Probability Mass/Density Functions

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    Statistical Modelling

    37m <?php echo  $alt; ?>

Week 4

NOC:Data Science for Engineers
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    Gradient ( Steepest ) Descent ( OR ) Learning Rule

    24m <?php echo  $alt; ?>
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    Unconstrained Multivariate Optimization

    24m <?php echo  $alt; ?>
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    Unconstrained Multivariate Optimization

    24m <?php echo  $alt; ?>
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    Optimization for Data Science

    24m <?php echo  $alt; ?>

Week 5

NOC:Data Science for Engineers
  • <?php echo  $alt; ?>

    Multivariate Optimization With Equality Constraints

    30m <?php echo  $alt; ?>
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    Introduction to Data Science

    41m <?php echo  $alt; ?>
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    Multivariate Optimization With Inequality Constraints

    41m <?php echo  $alt; ?>
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    Solving Data Analysis Problems - A Guided Thought Process

    34m <?php echo  $alt; ?>

Week 6

NOC:Data Science for Engineers
  • <?php echo  $alt; ?>

    Module : Predictive Modelling

    23m <?php echo  $alt; ?>
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    Linear Regression

    41m <?php echo  $alt; ?>
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    Simple Linear Regression Model Assessment

    39m <?php echo  $alt; ?>
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    Simple Linear Regression Model Assessment

    39m <?php echo  $alt; ?>
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    Muliple Linear Regression

    39m <?php echo  $alt; ?>
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    Simple Linear Regression Model Building

    39m <?php echo  $alt; ?>
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    Diagnostics to Improve Linear Model Fit

    39m <?php echo  $alt; ?>
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    Model Assessment

    39m <?php echo  $alt; ?>

Week 7

NOC:Data Science for Engineers
  • <?php echo  $alt; ?>

    Cross Validation

    23m <?php echo  $alt; ?>
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    Multiple Linear Regression Modelling Building and Selection

    14m <?php echo  $alt; ?>
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    Classification

    19m <?php echo  $alt; ?>
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    Logisitic Regression

    29m <?php echo  $alt; ?>
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    Logisitic Regression ( Continued )

    18m <?php echo  $alt; ?>
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    Performance Measures

    32m <?php echo  $alt; ?>
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    Logisitic Regression Implementation in R

    20m <?php echo  $alt; ?>

Week 8

NOC:Data Science for Engineers
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    K - Nearest Neighbors (kNN)

    26m <?php echo  $alt; ?>
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    K - Nearest Neighbors implementation in R

    29m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Data Science for engineers - Summary

    6m <?php echo  $alt; ?>
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    K - means implementation in R

    6m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    K - means Clustering

    6m <?php echo  $alt; ?>

Review & Ratings

5.0

7 Ratings

5 study24x7
 
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4 study24x7
 
0%
3 study24x7
 
0%
2 study24x7
 
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1 study24x7
 
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Chirag Singhal

13 Sep 2022 11:12 AM

Excellent

Excellent Expanation

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Mayank Chauhan

13 Sep 2022 11:11 AM

Excellent

Great Course

NOC:Data Science for Engineers NOC:Data Science for Engineers NOC:Data Science for Engineers Like
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Rajneesh Roy

13 Sep 2022 11:10 AM

Excellent

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Santosh Anand

13 Sep 2022 11:07 AM

Excellent

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Rohit sinha

13 Sep 2022 11:06 AM

Excellent

Superb

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Deepak Agarwal

13 Sep 2022 11:06 AM

Excellent

NOC:Data Science for Engineers NOC:Data Science for Engineers NOC:Data Science for Engineers Like
NOC:Data Science for Engineers NOC:Data Science for Engineers Comment
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Srishti Singh

13 Sep 2022 11:05 AM

Excellent

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