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4.4

# Complete Probability And Statistics For Machine Learning By Spotle.ai

This Spotle.ai Masterclass, by top academicians, makes your fundamental skills strong for machine learning.

Updated on Jun, 2024

Language - English

English [CC]

Lectures -33

Duration -3 hours

4.4

30-days Money-Back Guarantee

Training 5 or more people ?

## Course Description

Probability and statistics lies at the core of machine learning. This course, designed by top academicians, is for helping you build your fundamentals strong in probability and statistics, which are essential in the field of machine learning. A career in machine learning is something that many people are aspiring and preparing for. This course is designed for the enthusiasts to give a 360 degree coverage. The course will help you learn the essentials skills, as well help you solve complex business problems. For the enthusiasts who want to make it big into machine learning, this course gives an ideal learning experience.

We understand the value of your time. All Spotle.ai courses are compact and to the point. So that you can learn quickly and give more time to applications building. Get ready for the experiential learning.

### Goals

• Basic statistics and its applications

• Basic statistics and data visualization using python

• Probability, conditional probability and Bayes theorem

• Random variables

• Probability distribution using Python programming language

• Measuring central tendency

• Measuring skewness and kurtosis

• Statistical estimation

• Missing data imputation

### Prerequisites

• In this course we start from scratch.
• It assumes you have the basic understanding of Python programming language as we have worked with data hands-on using Python.

## Curriculum

Check out the detailed breakdown of whatâ€™s inside the course

Basic Statistics
7 Lectures
• Statistics And Its Applications 05:08 05:08
• Types Of Variables And Scales 07:51 07:51
• Describing Data 06:36 06:36
• Distribution And Measure Of Central Tendency 05:24 05:24
• Measure Of Dispersion 04:14 04:14
• Skewness And kurtosis 06:25 06:25
• Box And Whisker Plot, Scatter Plot And Correlation Coefficient 04:38 04:38
The NumPy Library - Recap
2 Lectures
Data Manipulation With Pandas Library - Recap
5 Lectures
Data Visualization With Python
3 Lectures
Dealing With Missing Data
2 Lectures
Probability
3 Lectures
Random Variables
8 Lectures
Statistical Inference
3 Lectures

## Instructor Details

Spotle Learn

Spotle Learn provides career ready courses in Artificial Intelligence, Data Science, Programming, Cloud Computing, IoT, Blockchain, AR and VR, Astronomy and Astrophysics and other in-demand skill areas. We have trained and certified over 100,000 people. Students from 2500 college campuses and leading corporates learn on Spotle to meet their career goals.