August 2023
Intermediate to advanced
144 pages
3h 24m
English
Overview
Explore the art of mathematical modeling and its vital role in solving complex business problems with "A Handbook of Mathematical Models with Python." Through this book, you'll learn the fundamentals of such modeling, diving deep into optimization and the integration of machine learning techniques.
What this Book will help me do
- Gain proficiency in designing mathematical models to solve data-driven problems.
- Master specific mathematical tools like optimization and graph theory using Python packages like NetworkX and PuLP.
- Learn to blend mathematical modeling with machine learning to create practical, interpretable solutions.
- Explore comprehensive case studies showcasing the synergy between algorithms and mathematics.
- Develop the ability to adapt and implement these methods into real-world applications efficiently.
Author(s)
Ranja Sarkar is an experienced researcher specializing in data science, mathematical modeling, and optimization. With a rich academic and practical expertise, Ranja creates accessible content for learners eager to merge machine learning with rigorous analytics. Her approachable teaching style demystifies complex topics, making them meaningful and applicable.
Who is it for?
This book is ideal for emerging data scientists looking to enhance their analytical skills, as well as seasoned professionals seeking to refine their expertise in mathematical modeling and machine learning integration. A familiarity with linear algebra and statistics is recommended.
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.
Read 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.