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Data Driven Science and Engineering

Track :

Programming

Lessons no : 98

For Free Certificate After Complete The Course

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What will you learn in this course?
  • Master techniques for collecting and analyzing data to inform scientific and engineering decisions effectively
  • Apply statistical methods and data visualization tools to identify patterns and insights in complex datasets
  • Utilize machine learning algorithms to predict outcomes and optimize engineering processes and scientific research
  • Develop skills in data cleaning, preprocessing, and management for accurate and reliable analysis in science and engineering
  • Interpret data-driven models to support hypothesis testing and experimental design in scientific investigations
  • Implement data-driven decision-making frameworks to enhance engineering project outcomes and scientific discoveries
  • Leverage big data technologies and tools to handle large-scale datasets in scientific and engineering contexts
  • Communicate complex data insights clearly through visualizations, reports, and presentations for diverse audiences

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  • The Certificate is free !
Lessons | 98
Singular Value Decomposition SVD Overview
00:06:44

Singular Value Decomposition SVD Overview
Singular Value Decomposition SVD Mathematical Overview
00:12:51

Singular Value Decomposition SVD Mathematical Overview
Singular Value Decomposition SVD Matrix Approximation
00:14:54

Singular Value Decomposition SVD Matrix Approximation
Singular Value Decomposition SVD Dominant Correlations
00:11:19

Singular Value Decomposition SVD Dominant Correlations
SVD Image Compression Matlab
00:14:19

SVD Image Compression Matlab
SVD Image Compression Python
00:09:46

SVD Image Compression Python
The Frobenius Norm for Matrices
00:02:15

The Frobenius Norm for Matrices
SVD Method of Snapshots
00:04:15

SVD Method of Snapshots
Matrix Completion and the Netflix Prize
00:06:13

Matrix Completion and the Netflix Prize
Unitary Transformations
00:12:11

Unitary Transformations
Unitary Transformations and the SVD Matlab
00:11:12

Unitary Transformations and the SVD Matlab
Unitary Transformations and the SVD Python
00:06:34

Unitary Transformations and the SVD Python
Linear Systems of Equations Least Squares Regression Pseudoinverse
00:11:53

Linear Systems of Equations Least Squares Regression Pseudoinverse
Least Squares Regression and the SVD
00:05:43

Least Squares Regression and the SVD
Linear Systems of Equations
00:10:04

Linear Systems of Equations
Linear Regression
00:10:56

Linear Regression
Linear Regression 1 Matlab
00:12:05

Linear Regression 1 Matlab
Linear Regression 2 Matlab
00:15:35

Linear Regression 2 Matlab
Linear Regression 1 Python
00:06:25

Linear Regression 1 Python
Linear Regression 2 Python
00:05:54

Linear Regression 2 Python
Linear Regression 3 Python
00:10:42

Linear Regression 3 Python
Principal Component Analysis PCA
00:13:46

Principal Component Analysis PCA
Principal Component Analysis PCA Matlab
00:15:56

Principal Component Analysis PCA Matlab
Principal Component Analysis PCA 1 Python
00:07:37

Principal Component Analysis PCA 1 Python
Principal Component Analysis PCA 2 Python
00:07:56

Principal Component Analysis PCA 2 Python
SVD Eigenfaces 1 Matlab
00:07:02

SVD Eigenfaces 1 Matlab
SVD Eigenfaces 2 Matlab
00:08:52

SVD Eigenfaces 2 Matlab
SVD Eigenfaces 3 Matlab
00:10:05

SVD Eigenfaces 3 Matlab
SVD Eigenfaces 4 Matlab
00:06:36

SVD Eigenfaces 4 Matlab
SVD Eigen Action Heros Matlab
00:16:54

SVD Eigen Action Heros Matlab
SVD Eigenfaces 1 Python
00:04:21

SVD Eigenfaces 1 Python
SVD Eigenfaces 2 Python
00:10:42

SVD Eigenfaces 2 Python
SVD Eigenfaces 3 Python
00:05:01

SVD Eigenfaces 3 Python
SVD and Optimal Truncation
00:11:45

SVD and Optimal Truncation
SVD Optimal Truncation Matlab
00:12:32

SVD Optimal Truncation Matlab
SVD Optimal Truncation Python
00:08:17

SVD Optimal Truncation Python
SVD and Alignment A Cautionary Tale
00:07:34

SVD and Alignment A Cautionary Tale
SVD Importance of Alignment Matlab
00:06:26

SVD Importance of Alignment Matlab
SVD Importance of Alignment Python
00:06:18

SVD Importance of Alignment Python
Randomized Singular Value Decomposition SVD
00:13:12

Randomized Singular Value Decomposition SVD
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Then what does it mean to be “data-driven?” This term describes a decision-making process which involves collecting data, extracting patterns and facts from that data, and utilizing those facts to make inferences that influence decision-making .