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Statistics and Hypothesis Testing

person icon Meritshot

4.2 ★★★★ ★

Statistics and Hypothesis Testing

"Mastering Data Analysis and Making Informed Decisions with Statistical Hypothesis Testing in Data Science".

updated on icon Updated on Oct, 2026

language icon Language - English

person icon Meritshot

category icon Programming,Data Science,Maths & Statistics

Lectures -36

Quizzes -5

Resources -1

Duration -4 hours

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Course Description

Welcome to "Data Science Essentials: Statistical Inference and Hypothesis Testing" – a comprehensive course that will empower you with the essential statistical knowledge and data analysis skills needed for success in the world of data science. 

Here's what you'll learn:

  • Delve into the world of data-driven insights and discover how statistics plays a pivotal role in shaping our understanding of information.

  • Equip yourself with the essential Python skills required for effective data manipulation and visualization.

  • Learn to categorize data, setting the stage for meaningful analysis.

  • Discover how to summarize data with measures like mean, median, and mode.

  • Explore the variability in data using concepts like range, variance, and standard deviation.

  • Understand relationships between variables with correlation and covariance.

  • Grasp the shape and distribution of data using techniques like quartiles and percentiles.

  • Learn to standardize data and calculate z-scores.

  • Dive into probability theory and its practical applications.

  • Lay the foundation for probability calculations with set theory.

  • Explore the probability of events under certain conditions.

  • Uncover the power of Bayesian probability in real-world scenarios.

  • Solve complex counting problems with ease.

  • Understand the concept of random variables and their role in probability.

  • Explore various probability distributions and their applications.

This course will empower you with the knowledge and skills needed to analyze data effectively, make informed decisions, and apply statistical methods in a data science context. Whether you're a beginner or looking to deepen your statistical expertise, this course is your gateway to mastering statistics for data science. Enroll now and start your Journey!

Goals

  • Fundamental concepts and importance of statistics in various fields.
  • How to use statistics for effective data analysis and decision-making.
  • Introduction to Python for statistical analysis, including data manipulation and visualization.
  • Different types of data and their significance in statistical analysis.
  • Measures of central tendency, spread, dependence, shape, and position.
  • How to calculate and interpret standard scores and probabilities.
  • Key concepts in probability theory, set theory, and conditional probability.
  • Understanding Bayes' Theorem and its Applications.
  • Permutations, combinations, and their role in solving real-world problems.
  • Practical knowledge of various statistical tests, including t-tests, chi-squared tests, and ANOVA, for hypothesis testing and inference.

Prerequisites

  • Access to a computer with internet connectivity.
  • A basic understanding of mathematics, including algebra and arithmetic.
  • Familiarity with fundamental concepts in data analysis and problem-solving.
  • A willingness to learn and engage with statistical concepts and Python programming.
  • Basic knowledge of Python is a plus but not mandatory.
Statistics and Hypothesis Testing

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction to Statistics

4 Lectures
  • play icon Introduction to Statistics and its importance 05:58 05:58
  • play icon Explain the role of statistics in data analysis 05:22 05:22
  • play icon Introduction to Python for Statistical Analysis 05:31 05:31
  • lecture icon Quiz on Introduction to Statistics

Introduction to Descriptive Statistics

7 Lectures
Tutorialspoint

Introduction to Basic and Conditional Probability

8 Lectures
Tutorialspoint

Introduction to Inferential Statistics

11 Lectures
Tutorialspoint

Introduction to Hypothesis Testing

6 Lectures
Tutorialspoint

Instructor Details

Meritshot

Meritshot


Meritshot is a passionate and practical instructor who focuses on helping learners build real skills with clarity and confidence. With a teaching style that’s simple, direct, and easy to follow, Meritshot breaks down complex topics into steps anyone can understand. The goal is always the same: make learning useful, engaging, and something students can apply in the real world. Whether you’re a complete beginner or looking to grow your existing skills, Meritshot is committed to guiding you every step of the way.

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