Python for Data Science | Data Science With Python | Python Data Science Tutorial | Intellipaat
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In this python for data science video you will learn end to end on data science with python. So this python data science tutorial will help you learn various python concepts and machine learning algorithms to get you started in this technology.
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📝Following topics are covered in this tutorial:
Introduction to Pandas – 1:03
Pandas vs Numpy – 4:24
How to import Pandas in Python – 5:20
Data-set in Pandas – 6:04
What is a series object – 6:41
DataFrame in Pandas -10:54
How to create a DataFrame – 11:56
Merge,Join & Concatenate in Pandas – 18:07
Importing & Analyzing the Dataset – 32:15
Manipulating the Dataset – 43:00
Introduction to Machine Learning – 49:46
How does Machine Learn – 53:23
Machine Learning popular MYTH! – 55:07
Types of Machine Learning – 57:21
What is Regression – 1:13:31
Types of Regression – 1:21:17
What is Linear Regression – 1:26:54
Understanding Linear Regression – 1:30:00
Mean Square Error – 1:41:41
Logistic Regression Algorithm – 2:33:33
Linear regression (Recap) – 2:40:43
Introduction to logistic Regression – 2:45:59
Why Logistic Regression – 2:52:57
Spam Email Classifier – 2:54:19
Demo Logistic regression – 3:37:57
What is Classification – 4:05:48
Classification vs Regression – 4:06:20
Types of Classification – 4:06:36
Visualizing a Decision Tree – 4:18:02
Creating a Decision Tree – 4:24:26
Calculating Entropy – 4:27:46
Understanding Confusion Matrix – 4:43:45
Understanding Naive Bayes Classifier – 4:45:48
What is Clustering – 5:13:30
Types of Clustering – 5:18:13
What is K-Means Clustering? – 5:22:54
understanding K-Means Algorithm – 5:26:27
Quiz 1 – 5:44:25
Quiz 2 – 5:44:47
Quiz 3 – 5:47:25
Quiz 4 – 5:48:27
Quiz 5 – 5:48:44
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