04.2 Data Science and Python - Understanding Decision Tree for Classification
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04.2 Data Science and Python - Understanding Decision Tree for Classification
11:56
04.1 Data Science and Python - Mathematics behind SVM (Support Vector Machines) made easy
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04.1 Data Science and Python - Mathematics behind SVM (Support Vector Machines) made easy
23:30
00.01 Data Science and Python - Fun video demonstrating Gradient Descent through animation
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00.01 Data Science and Python - Fun video demonstrating Gradient Descent through animation
0:52
00.00 Data Science and Python - Fun video of Linear and Polynomial Fit of  Linear regression Line
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00.00 Data Science and Python - Fun video of Linear and Polynomial Fit of Linear regression Line
0:38
Deprecated-Mathematics behind SVM (Support Vector Machines) made easy-Corrected link in description
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Deprecated-Mathematics behind SVM (Support Vector Machines) made easy-Corrected link in description
23:19
03.4 Data Science and Python - Measuring Classification ( Accuracy, Precision, Recall, F-Measure)
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03.4 Data Science and Python - Measuring Classification ( Accuracy, Precision, Recall, F-Measure)
10:15
03.3 Data Science and Python - Understanding Logistic Regression using Excel (Fun Exercise)
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03.3 Data Science and Python - Understanding Logistic Regression using Excel (Fun Exercise)
12:34
03.3 (Deprecated)Data Science and Python - Understanding Logistic Regression using Excel
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03.3 (Deprecated)Data Science and Python - Understanding Logistic Regression using Excel
10:23
03.2 Data Science and Python - Plot a Decision Boundary for Logistic Regression Classification
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03.2 Data Science and Python - Plot a Decision Boundary for Logistic Regression Classification
12:40
02.5 Data Science and Python - Polynomial Regression Tutorial Exercise
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02.5 Data Science and Python - Polynomial Regression Tutorial Exercise
13:40
03.1 Data Science and Python - Classification and Logistic Regression , mathematical derivation
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03.1 Data Science and Python - Classification and Logistic Regression , mathematical derivation
11:49
00.1 Data Science and Python - Introduction to Machine Learning  and concepts of Matrices & Vectors
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00.1 Data Science and Python - Introduction to Machine Learning and concepts of Matrices & Vectors
20:09
02.4 Data Science and Python - Regression on Real Data Assignment/mini-project
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02.4 Data Science and Python - Regression on Real Data Assignment/mini-project
28:47
02.3 Data Science and Python - Multivariate Regression Hands on Python with Gradient Descent
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02.3 Data Science and Python - Multivariate Regression Hands on Python with Gradient Descent
25:39
02.2 Data Science and Python - Uni-variate Regression Hands on exercise with Python
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02.2 Data Science and Python - Uni-variate Regression Hands on exercise with Python
6:32
02.1 Data Science and Python - Linear Regression mathematical Concept and derivation
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02.1 Data Science and Python - Linear Regression mathematical Concept and derivation
17:05
01.3 Data Science and Python - Python startup for Statistical calculations
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01.3 Data Science and Python - Python startup for Statistical calculations
19:26
01.2 Data Science and Python - Python Background and Installation for Data Science
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01.2 Data Science and Python - Python Background and Installation for Data Science
7:19
01.1 Data Science and Python - Statistical and Mathematical background for Machine Learning
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01.1 Data Science and Python - Statistical and Mathematical background for Machine Learning
22:52