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Data Science - Foundation
Data Science Foundation
What is Data? (1:57)
Types of Data (3:28)
Types of Data Sources (4:04)
Common Data Storage Units of Measurement (1:35)
Characteristics of Data (1:54)
Quiz
Introduction to Artificial Intelligence and Data Science (5:25)
Need of AI – ML in Business (5:12)
Applications of Data Science in Business (4:34)
Quiz
Dimensionality Reduction – Feature Selection Techniques (5:32)
Dimensionality Reduction - Feature Extraction (3:03)
Introduction to Feature Engineering (6:17)
Outlier Detection and Treatment (4:17)
Types of Analytics (4:39)
Quiz
Data Science Process
Harnessing Data (3:15)
Data Acquisition (1:26)
Data Preparation (2:28)
Data Modelling (3:37)
Quiz
Statistics in Data Science
Introduction To Statistics (3:30)
Quiz
Languages for Data Science
Introduction to Programming in Data Science (5:18)
Introduction to Python (5:26)
Quiz
Python Programming
Introduction to Pandas Library (13:07)
Introduction to NumPy Library (20:14)
Quiz
R Programming
R Data Types and Variables (4:12)
Quiz
Introduction to Machine Learning
What is Machine Learning (3:54)
What is Machine Learning - Quiz
Need of Machine Learning (4:15)
Need of Machine Learning - Quiz
Types of Machine Learning (5:45)
Types of Machine Learning - Quiz
Applications and Challenges in Machine Learning (4:45)
Supervised Machine Learning
Linear Regression (6:01)
Linear Regression - Quiz
Introduction to Classification (4:11)
Introduction to Classification - Quiz
Ensemble Learning
Introduction to Ensemble Learning (6:20)
Quiz
Unsupervised Machine Learning
Introduction to the Unsupervised Learning (3:38)
Quiz
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Linear Regression
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