Statistics in Depth for Business Analytics and Data Science

Master the Statistics in Python and Data Science along with in-depth examples. Solid Foundation in Statistics Guaranteed

3.95 (104 reviews)
Udemy
platform
English
language
Data Science
category
12,366
students
6.5 hours
content
Mar 2022
last update
$64.99
regular price

What you will learn

Introduction to the Learnings of the Course.

Introduction to the Probability.

Master the fundamentals of statistics for data science & data analytics.

How to plot different types of data.

Learn about the Statistical Distribution.

Practice Quizzes and exercises.

Understand random variables,types & functions.

Correlation,causation, spearman, kendall rank & pearson correlation.

Detailed explanation of sampling methods.

Introduction to the Bayes Theorem.

Learn measures of central Tendency.

Get introduced to different Sampling Methods.

Learn about the Stochastic Process.

Introduction to the Inferential Statistics.

Learn about the Descriptive Statistics.

Description

Welcome to the best online course on Statistics for Data Science.

Statistics are used to communicate data. With the help of Statistics understand the data and communicate our confidence in the statements.

Statistics for Data Science course is designed to give knowledge of the basic principles of statistical methods and concepts of statistical analysis using the Python programming language. This is a complete course on Statistics with Python and Data Science along with examples.

In this course, you will cover:

  • Introduction to the Statistics.

  • Introduction to the Probability.

  • Learn about the Descriptive Statistics concepts.

  • Learn about the Random Variables in Statistics.

  • Learn about Statistical Distribution in this course.

  • Learn about the Inferential Statistics topics.

  • Learn about the Correlations in the course.

  • Learn about the different Sampling Methods in the course.

  • Learn about the different types of Stochastic Processes.

  • Learn about the Regression in Statistics.


Not only this, you will get to attempt quizzes to test your knowledge. You will also have access to all the resources such as PPT and coding files used in this course.

Instructor Support - Quick Instructor Support for any queries.

I'm looking forward to see you in the course!

Enroll now and make the best use of this course.

Content

Introduction to the Course

Why you should learn statistics and probability
Walking through the course content

Introduction to Probability

Applications of probability in Real Life
Basic Probability
Set Theory
Mutually Exclusive and Independent Events
Conditional Probability
Law of Total Probability
Bayes Theorem
Permutations and Combinations

Descriptive Statistics

Types of Data
Measures of Central Tendency
Measures of Spread
Measures of Dependence

Random Variables

Introduction to Random Variables
Types of Random Variables
Probability Mass Function
Probability Density Function
Cumulative Density Function

Statistical Distributions

Continuous vs Discrete Distributions
Types of Continuous and Discrete Distributions
Uniform Distribution
Bernoulli Distribution
Binomial Distribution
Poisson Distribution
Introduction to Normal Distribution
Importance of Normal Distribution
Concept of Skewness
Using QQ Plots to check Normal Distribution
Kurtosis

Inferential Statistics

Sample Mean and Population Mean
Central Limit Theorem
Applications of Central Limit Theorem
Bias and Variance
Maximum Likelihood Estimation
Confidence Intervals
Chebyshev's Inequality
Weak Law of Large Numbers

Correlations

Correlation and Causation
Pearson Correlation
Kendall Rank Correlation
Spearman Correlation
Point-Biserial Correlation

Sampling Methods

Types of Sampling
Random Sampling
Stratified Sampling
Cluster Sampling
Systematic Sampling
Convenience Sampling
Judgemental Sampling

Stochastic Process

Introduction to Markov Chains
Markov Chain Limit Theorem

Regression

Introduction to Regression Analysis
Method of Least Squares
Best fit line

Outro

Conclusion
How to Get Your Certificate of Completion

Bonus Section

Bonus Lecture

Screenshots

Statistics in Depth for Business Analytics and Data Science - Screenshot_01Statistics in Depth for Business Analytics and Data Science - Screenshot_02Statistics in Depth for Business Analytics and Data Science - Screenshot_03Statistics in Depth for Business Analytics and Data Science - Screenshot_04

Reviews

Meraj
August 27, 2023
I took this course to understand the Chebyshev inequality. In one video I understood the quality of the class they are offering. Please don't waste your money in purchasing this course. They are just dictating a script, not teaching anything. I don't give negative reviews for any course but this one infuriated me. Even one star is a high rating for this one.
Mridula
January 13, 2023
I DO NOT RECOMMEND this course to anyone (especially beginners). The structure of the presentation is very bad. The points of head and body in the presentation are used incorrectly. The same headers were used to describe something different which was very misleading. The content of the course was not good, therefore I had to research the topics on my own and study from outside this course.
Shubhanshu
December 23, 2022
Great course. It gives a sound understanding of the concepts. The course was well structured. The instructor is very knowledgeable about the Topics. It was a really valuable learning experience regarding Statistics for Data Science and Business Analysis. I would recommend this course to anyone needing to learn statistics.
Ahmad
December 23, 2022
The instructor has other courses for excel which is not bad. But in this statistics course, it is very obvious from the frequent mistakes in slides and only reading what is there (even if wrong) and without providing any interpretation or explanation that the instructor lacks the basic knowledge about this course and should not waste the time of learners in mistaken, and unexplained slides. Sorry but I highly don't recommend this confusing course unless the instructor studies seriously statistics and probabilities and go back and correct the tens of serious scientific mistakes in the slides and learns how to explain the concepts rather than reading slides lines.
kamal
August 4, 2022
The course was very well structured, starting with basics and then moves to the advanced topics. The instructor is very skillful and provides an obvious explanation. A detailed explanation of sampling methods and Introduction to the Inferential Statistics was my favorite part of this course. All the information is explained in an amazing manner. I recommend this course to everyone.
Arun
July 25, 2022
Very good introduction to various aspects of statistics and probabilities. This course is also very useful. This course is the best option for me because I have always been looking to do a course in statistics and probability. I would highly recommend this course.
Rida
July 5, 2022
Awesome course! This is one of the most comprehensive, easy to follow and well structured course. It covers the general statistics concepts. The theory and examples make the topics much clearer and the material quality is easy to understand. I really recommend this course.
Syed
July 3, 2022
Very interesting course! I am an absolute beginner and I have no background in statistics and I learned a lot. This is a great course and would be happy to recommend this to others. Thank you!
Shivam
June 26, 2022
Very good course. It is easy to understand and provide good knowledge. The instructor of this course is very knowledgeable and his way of teaching makes this course easy to understand. Very recommended for assipiring Data Scientists as it covers the most relevant concepts.
Christian
June 17, 2022
The instructor was effective at showing off a broad array of statistical topics at a high-but-useful abstraction level. Many of the slides and quiz questions desperately need to be edited; the mathematical typesetting looks like it was done in Notepad and several quiz questions are misleading, incorrect, or incoherent. These are minor annoyances however, and the bottom line is that I feel I have acquired a good intuition for most of the topics in the course.
Joe
March 11, 2022
The topics are presented in a understandable, concise way with examples that are highly relatable. It doesn't spend excessive time talking about concept origins versus how concepts are applied.
Gregg
February 28, 2022
I want an immediate refund. Your country just voted to abstain from the United Nation's vote to condemn the Russian invasion of Ukraine. That is appalling and I do not want to do business with any entity from India. Your nation should be ashamed of themselves!
Carl
December 8, 2021
I learned so much from this course and she makes all the concepts crystal clear and easy to understand.
Leonardo
December 6, 2021
The simplicity and clarity with which the teacher explains statistics and probability are exceptional. I am very excited to learn in this creative and motivating way.
Adam
October 27, 2021
Could be an awful lot clearer. If there was a lower rating I would give it. I am a statistician and struggled to follow a lot of what was said here. God help anyone new to the field, Today's word is "obfuscate" Oh god, it gets worse... English is not the author's strong point.

Coupons

DateDiscountStatus
9/17/2021100% OFF
expired
12/3/2021100% OFF
expired
12/18/2021100% OFF
expired
1/11/2022100% OFF
expired
1/14/2022100% OFF
expired

Charts

Price

Statistics in Depth for Business Analytics and Data Science - Price chart

Rating

Statistics in Depth for Business Analytics and Data Science - Ratings chart

Enrollment distribution

Statistics in Depth for Business Analytics and Data Science - Distribution chart

Related Topics

4219344
udemy ID
8/3/2021
course created date
9/15/2021
course indexed date
Angelcrc Seven
course submited by