Easiest Machine Learning Roadmap for Beginners

5 Simple Steps

Pick a Programming Language

Choose Python:

Extensive AI/ML frameworks

Explore Web Development and GUI programming

Building the Foundation

Machine Learning to understand neural networks

Learn Linear Algebra

Data analysis and model evaluation

Mastering Machine Learning

Supervised vs. Unsupervised Learning

Master Numpy and Panda

Explore Django and Flask

Diving into Deep Learning

Convolutional neural networks (CNNs)

CNN architecture

Build a basic image classifier

The Finale: AI Project

Creation of a portfolio-worthy project, such as an interactive web app

Showcasing the project on a platform like GitHub

Take a Look at the Skills of a Machine Learning Engineer