5 Books That Will Teach You the Math Behind Machine Learning

5 Books That Will Teach You the Math Behind Machine Learning

A guide to the beautiful world of mathematics for machine learning. the explosive growth of open source machine learning and deep learning frameworks, the field is more accessible than ever.

After the explosive growth of open source machine learning and deep learning frameworks, the field is more accessible than ever. Thanks to this, it went from a tool for researchers to a widely adopted and used method, fueling the insane growth of technology we experience now. Understanding how the algorithms really work can give you a huge advantage in designing, developing and debugging machine learning systems. Due to its mathematical nature, this task can seem daunting for many. However, this does not have to be the way. From a high level, there are four pillars of mathematics in machine learning. Linear algebra Probability theory Multivariate calculus Optimization theory It takes time to build a solid foundation of these and understand the inner workings of the state of the art machine learning algorithms such as convolutional networks, generative adversarial networks, and many others. This won’t be an afternoon project, but given that you consistently dedicate time for this, you can go pretty far in a short amount of time. There are some great resources to guide you along the way. In this post, I have selected the five which were most helpful for me.

data-science mathematics machine-learning artificial-intelligence deep-learning

What's new in Bootstrap 5 and when Bootstrap 5 release date?

How to Build Progressive Web Apps (PWA) using Angular 9

What is new features in Javascript ES2020 ECMAScript 2020

Deno Crash Course: Explore Deno and Create a full REST API with Deno

How to Build a Real-time Chat App with Deno and WebSockets

Convert HTML to Markdown Online

HTML entity encoder decoder Online

Random Password Generator Online

HTML Color Picker online | HEX Color Picker | RGB Color Picker

Artificial Intelligence vs. Machine Learning vs. Deep Learning

Simple explanations of Artificial Intelligence, Machine Learning, and Deep Learning and how they’re all different

Artificial Intelligence vs. Machine Learning vs. Deep Learning

Learn the Difference between the most popular Buzzwords in today's tech. World — AI, Machine Learning and Deep Learning

Learn Data Science Today - Data Science Tutorial for Beginners 2020!

How and why to start Learning to be a data scientist in 2020! This Data Science Course will give you a Step by Step idea about the Data Science Career, Data science Hands-On Projects, roles & salary offered to a Data Scientist!

Comparison of Data Science Vs Machine Learning Vs Artificial Intelligence

Explore the differences between Data Science, Machine Learning, Artificial Intelligence. Understand how DS, ML, and AI is extremely inter-related. Choose the Right career path!

Artificial Intelligence vs. Machine Learning vs. Deep Learning

Artificial Intelligence vs. Machine Learning vs. Deep Learning. We are going to discuss we difference between Artificial Intelligence, Machine Learning, and Deep Learning