June 2022
Beginner
6h 35m
English
Closed Captioning available in English
Overview
In this 6-hour course, learners will dive into the essential principles of probability and statistics, which are foundational to data science and machine learning. Emphasizing a code-first approach, this course focuses on practical applications rather than isolated theory to equip learners with the skills necessary for real-world computational challenges.
What I will be able to do after this course
- Grasp key probability and statistics concepts essential for computer science and machine learning.
- Gain insights into distributions, entropy, and their relevance in data analysis.
- Understand and apply Bayesian inference in machine learning scenarios.
- Develop practical coding-based skills to exercise theoretical knowledge effectively.
- Strengthen intuition for data science through real-world examples and visualizations.
Course Instructor(s)
Dr. Mohammad Nauman is a seasoned educator and technologist specializing in computer science, data science, and machine learning. With extensive experience in both academia and industry applications, his teaching blends deep theoretical underpinnings with hands-on coding practices to ensure learners are well-prepared for future challenges.
Who is it for?
This course is ideal for beginner to intermediate developers eager to deepen their understanding of data analysis concepts, as well as individuals shifting into the data science or machine learning field who seek a practical, intuitive guide to probability and statistics fundamentals.
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Watch now
Unlock full access
More than 5,000 organizations count on O’Reilly
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.