LunarTech – Statistics Fundamentals 2024-12

Statistics Fundamentals, Master Statistics for Data-Driven Careers. Build a robust statistical foundation for data science, analysis, and decision-making. Excel in interviews and apply your knowledge to real-world problems. Analyze real-world data using descriptive statistics, probability, and statistical tests. Draw meaningful conclusions from datasets. Understand statistical inference, design experiments, interpret results, and communicate insights effectively to stakeholders. Build a solid foundation in linear regression. Use it to analyze trends, make predictions, and understand relationships within data. Explain core statistical concepts, demonstrate your thought process, and showcase your ability to apply statistics to solve problems. Understand random variables, distributions, measures of central tendency (mean, variance, standard deviation), and relationships between variables (correlation, covariance).

What you’ll learn

• Statistical Problem Solver
• Confident Data Analyst
• Statistical Modeling Fundamentals
• Interview Ready Statistician
• Master Core Statistical Concepts
• Demystify Probability for Data Analysis
• Statistical Hypothesis Testing

Specificatoin of Statistics Fundamentals

• Publisher : LunarTech
• Teacher : Tatev Aslanyan
• Language : English
• Level : All Levels
• Number of Course : 12
• Duration : 2 hours and 4 minutes

Content of Statistics Fundamentals

0. Introduction
1. Random Variables
2. Mean, Variance, Standard Deviation
3. Covariance & Correlation
4. Probability Distribution Functions
5. Conditional Probability & Bayes Theorem
6. Introduction to Causal Analysis & Linear Regression
7. Hypothesis Testing & Statistical Significance
8. P-Values, Type I & Type II Errors, Confidence Intervals
9. Statistical Tests (Part 1)
10. Statistical Tests (Part 2)
11. Inferential Statistics (CLT & LLN)

Pictures

Sample Clip

Installation Guide

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Download Links

Download – 160 MB

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File size

160 MB