What will you learn in this course?

Master statistical concepts essential for machine learning including probability, hypothesis testing, and regression analysis
Apply descriptive and inferential statistics to analyze real-world data sets effectively
Implement key machine learning algorithms using statistical methods and tools in Python or R
Evaluate model performance using statistical metrics such as accuracy, precision, recall, and F1 score

Utilize statistical techniques to preprocess, clean, and visualize data for machine learning projects
Develop predictive models by integrating statistical analysis with machine learning workflows
Interpret statistical results to make data-driven decisions in practical machine learning applications
Design experiments and validate models using statistical validation techniques and cross-validation methods

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Lessons | 12

00:02:07

Introduction | Mathematics and statistics for data science and machine learning

00:07:52

What is logarithm | Math Statistics for data science machine learning

00:08:16

What is Standard Deviation and Mean Absolute Deviation | Math Statistics for data science ML

00:19:48

Normal Distribution and Z Score | Math Statistics for data science machine learning

00:18:54

Median Mean Mode Percentile | Math Statistics for data science machine learning

00:03:56

Descriptive vs Inferential Statistics | Math Statistics for data science machine learning

00:06:44

Log normal distribution | Math Statistics for data science machine learning

00:10:02

sin cos tan explained Explanation using real life example | Math Statistics for data science

00:12:28

Cosine similarity cosine distance explained | Math Statistics for data science machine learning

00:05:49

Simple explanation of A B Testing

00:13:56

What is Hypothesis Testing Math Statistics for data science machine learning

00:25:32

Simple explanation of Modified Z Score | Modified Z Score to detect outliers with python code

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4.6

30 Reviews

Zakir Uddin

Amazing

2026-09-21

Shruthi

Good

2026-09-08

Mera Wali

osum

2026-09-08

Francesco De Florence

good

2026-09-08

R.Priyadharsini Rajendran

Excellent

2026-09-04

Anandhi P

Good

2026-09-04

Guna Sri

I'm happy to learn this one

2026-09-04

bava bavatharini

Usefull

2026-09-04

Swetha Swetha

Is is very useful

2026-09-02

Bhavadharani

I learn the basic

2026-08-31

SULAIMAN GHAMDAN HASAN MOHAMMED GHALEB

The greatest ever

2026-08-21

Thisendi Senaya

It is a grate certificate course

2026-04-05

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