Complete Probability And Statistics For Machine Learning
This Spotle.ai Masterclass, by top academicians, makes your fundamental skills strong for machine learning
Updated on Jun, 2025
Language - English
Development ,Data Science,Machine Learning
Lectures -33
Duration -3 hours
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Course Description
Probability and statistics lie 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 enthusiasts to give a 360-degree coverage. The course will help you learn the essential skills, as well as 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 application building. Get ready for experiential learning.
Goals
Basic statistics and their 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 a basic understanding of Python programming language as we have worked with data hands-on using Python.
Curriculum
Check out the detailed breakdown of what’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.
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