Instructional Video17:12
Curated Video

Practical Data Science using Python - Python Tuples

Higher Ed
This video explains Python tuples.<br<br/>/>

This clip is from the chapter "Python for Data Science" of the series "Practical Data Science Using Python".This section explains Python for data science.
Instructional Video23:48
Curated Video

Practical Data Science using Python - Python Sets 1

Higher Ed
This video explains Python sets, which are unordered collection objects.<br<br/>/>

This clip is from the chapter "Python for Data Science" of the series "Practical Data Science Using Python".This section explains Python for data science.
Instructional Video14:30
Curated Video

Practical Data Science using Python - Python Lists

Higher Ed
This video explains Python lists.<br<br/>/>

This clip is from the chapter "Python for Data Science" of the series "Practical Data Science Using Python".This section explains Python for data science.
Instructional Video18:35
Curated Video

Practical Data Science using Python - Python Lambda Functions

Higher Ed
This video explains Python Lambda functions.<br<br/>/>

This clip is from the chapter "Python for Data Science" of the series "Practical Data Science Using Python".This section explains Python for data science.
Instructional Video13:22
Curated Video

Practical Data Science using Python - Python Iterations 1

Higher Ed
This video explains loop structures in Python.<br<br/>/>

This clip is from the chapter "Python for Data Science" of the series "Practical Data Science Using Python".This section explains Python for data science.
Instructional Video11:48
Curated Video

Practical Data Science using Python - Principal Component Analysis - Computations 2

Higher Ed
This video explains Eigenvalues and Eigenvectors.<br<br/>/>

This clip is from the chapter "Dimensionality Reduction Using PCA" of the series "Practical Data Science Using Python".This section explains dimensionality reduction using PCA.
Instructional Video19:55
Curated Video

Practical Data Science using Python - Principal Component Analysis - Computations 1

Higher Ed
This video explains Principal Component Analysis – computations.
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This clip is from the chapter "Dimensionality Reduction Using PCA" of the series "Practical Data Science Using Python".This section explains dimensionality...
Instructional Video17:03
Curated Video

Practical Data Science using Python - Pandas Series 2

Higher Ed
This video explains the various methods of accessing a series of objects.<br<br/>/>

This clip is from the chapter "Python for Data Science" of the series "Practical Data Science Using Python".This section explains Python for data science.
Instructional Video20:48
Curated Video

Practical Data Science using Python - Pandas DataFrame 5

Higher Ed
This video explains the left outer join in dataframe.<br<br/>/>

This clip is from the chapter "Python for Data Science" of the series "Practical Data Science Using Python".This section explains Python for data science.
Instructional Video13:01
Curated Video

Practical Data Science using Python - Pandas DataFrame 3

Higher Ed
This video explains how to manipulate data within your dataframes.<br<br/>/>

This clip is from the chapter "Python for Data Science" of the series "Practical Data Science Using Python".This section explains Python for data science.
Instructional Video13:00
Curated Video

Practical Data Science using Python - NumPy Arrays 3

Higher Ed
This video explains iterating through an array.<br<br/>/>

This clip is from the chapter "Python for Data Science" of the series "Practical Data Science Using Python".This section explains Python for data science.
Instructional Video14:07
Curated Video

Practical Data Science using Python - NumPy Arrays 2

Higher Ed
This video explains returning the dot product of two arrays.<br<br/>/>

This clip is from the chapter "Python for Data Science" of the series "Practical Data Science Using Python".This section explains Python for data science.
Instructional Video15:25
Curated Video

Practical Data Science using Python - Naive Bayes Probability Model - Introduction

Higher Ed
This video introduces you to the Naive Bayes probability model.
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This clip is from the chapter "Naive Bayes Probability Model" of the series "Practical Data Science Using Python".This section explains Naive Bayes probability...
Instructional Video16:36
Curated Video

Practical Data Science using Python - Naive Bayes Probability Computation

Higher Ed
This video explains Naive Bayes probability computation.
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br/>
This clip is from the chapter "Naive Bayes Probability Model" of the series "Practical Data Science Using Python".This section explains Naive Bayes probability model –...
Instructional Video28:47
Curated Video

Practical Data Science using Python - K-Means Clustering Computation

Higher Ed
This video explains K-Means clustering computation.
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br/>
This clip is from the chapter "Unsupervised Learning - K-Means Clustering" of the series "Practical Data Science Using Python".This section explains unsupervised learning -...
Instructional Video27:14
Curated Video

Practical Data Science using Python - EDA Project - 7

Higher Ed
This video explains the influence of dti on the loan status or the default ratio.
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This clip is from the chapter "Exploratory Data Analysis (EDA)" of the series "Practical Data Science Using Python".This section explains...
Instructional Video20:25
Curated Video

Practical Data Science using Python - Decision Tree - Learning Steps

Higher Ed
This video explains decision tree - learning steps.
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br/>
This clip is from the chapter "Classification using decision trees" of the series "Practical Data Science Using Python".This section explains classification using decision...
Instructional Video8:31
Curated Video

Practical Data Science using Python - K-Means Clustering Optimization

Higher Ed
This video explains K-Means clustering optimization.
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br/>
This clip is from the chapter "Unsupervised Learning - K-Means Clustering" of the series "Practical Data Science Using Python".This section explains unsupervised learning -...
Instructional Video22:21
Curated Video

Practical Data Science using Python - Hypothesis Testing

Higher Ed
This video explains hypothesis testing.<br<br/>/>

This clip is from the chapter "Statistical Techniques" of the series "Practical Data Science Using Python".This section explains advanced visualizations using business applications.
Instructional Video9:40
Curated Video

Practical Data Science using Python - EDA Project - 3

Higher Ed
This video explains unordered categorical variables.<br<br/>/>

This clip is from the chapter "Exploratory Data Analysis (EDA)" of the series "Practical Data Science Using Python".This section explains Exploratory Data Analysis.
Instructional Video17:09
Curated Video

Practical Data Science using Python - EDA Project - 1

Higher Ed
This video explains an example of lending club case study.<br<br/>/>

This clip is from the chapter "Exploratory Data Analysis (EDA)" of the series "Practical Data Science Using Python".This section explains Exploratory Data Analysis.
Instructional Video16:25
Curated Video

Practical Data Science using Python - Decision Tree - Model Optimization using Grid Search Cross Validation

Higher Ed
This video explains decision tree - model optimization using grid search cross validation.
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This clip is from the chapter "Classification using decision trees" of the series "Practical Data Science Using Python".This section...
Instructional Video15:01
Curated Video

Practical Data Science using Python - Decision Tree - Model Concept

Higher Ed
This video introduces you to decision tree - model concept.
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br/>
This clip is from the chapter "Classification using decision trees" of the series "Practical Data Science Using Python".This section explains classification using...
Instructional Video15:37
Curated Video

Practical Data Science using Python - Decision Tree - Gini Index and Entropy Measures

Higher Ed
This video explains decision tree - Gini Index and Entropy Measures.
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This clip is from the chapter "Classification using decision trees" of the series "Practical Data Science Using Python".This section explains classification...