Mathematical and Statistical Foundations for Machine Learning
Mathematical and Statistical Foundations for Machine Learning
Updated on Jun, 2025
Language - English
Development ,Data Science,Machine Learning
Lectures -55
Duration -7.5 hours
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Course Description
Machine learning is a scientific discipline that explores the construction and study of algorithms that can learn from data. Such algorithms operate by building a model from example inputs and using that to make predictions or decisions, rather than following strictly static program instructions. Machine learning is closely related to and often overlaps with computational statistics; a discipline that also specializes in prediction-making.
This training is an introduction to the concept of machine learning and its application using Python.
Target Customers:
- Anyone who wants to learn about data and analytics
- Data Engineers
- Analysts
- Architects
- Software Engineers
- IT operations
- Technical managers
Prerequisites
- No prior knowledge of machine learning required
- Basic knowledge of the R tool
Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction
1 Lectures
-
Introduction to Machine Learning with Python
03:44
03:44
Importing
7 Lectures
Basics of Statistics Sampling
5 Lectures
Basics of Statistics Data types and Visualization
2 Lectures
Basics of Statistics Probability
6 Lectures
Basics of Statistics Random Variables
3 Lectures
Basics of Statistics Distributions
4 Lectures
Matrix Algebra
4 Lectures
Hypothesis Testing
10 Lectures
Hypothesis Tests-Types
11 Lectures
Regression
2 Lectures
Instructor Details
Corporate Bridge Consultancy Private Limited
Corporate Bridge Consultancy Private Limited - EDUCBA is an initiative by IIT IIM Graduates, We are one of the leading providers of skill-based education addressing the needs of 1,000,000+ members across 70+ Countries. With more the 15+ years of experience in Training and Development, our expertise lies in Self-paced learning, Digital Learning content, Corporate Training, Content Development and Consultancy.
Our Vision:
To be a leading and progressive partner with our clients in their journey of progress.
"We are passionate about our work. We believe in empowering and improving our members’ lives with skill-based, hands-on training programs."
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