Free Download Principle of Data Science in PDF. In this Practical Guide you’ll learn complete concepts of Data Science. Data Science is the method of utilizing progressed analytics to extract important data from information to businesses decision making and other employments. You’ll Learn its techniques and methodology in this practical guide. You’ll learn how to arrange unstructured data and learn about machine learning models. You’ll learn in this notes supervised and unsupervised learning with examples.
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You Cover These Topics From This Notes:
What is Data Science?
The Data Science Venn Diagram
Types of Data Science
Structured VS Unstructured Data
The Five Steps of Data Science
Overview of the Five Steps
Explore the Data
Basic Mathematics
Linear Algebra
Impossible and Improbable A Gentle Introduction of Probability
Compound Events
Advanced Probability
Random Variables
Sampling Data
The Empirical Rule
Advance Statistics
Point Estimates
Sampling Distribution
Confidence Intervals
Communicating Data
What is Machine Learning?
Types of Machine Learning
Linear Regression
Logistic Regression
Decision Trees
Unsupervised Learning
Beyond the Essential
Neural Networks
Case Studies