Business Analyst to Data Scientist Learning Path

The original Stanford ML course taught by Andrew Ng

CS50s Introduction to Programming with Python

Intro to deep learning using Keras. Build neural networks for image classification and regression.

How To Learn Math for Machine Learning FAST (Even With Zero Math Background)

Fast-paced introduction to machine learning using TensorFlow. Covers essential ML concepts with hands-on exercises and real-world examples.

All Machine Learning algorithms explained in 17 min

But what is a neural network? | Deep learning chapter 1

The Essential Main Ideas of Neural Networks

Transformers Explained - How transformers work

Illustrated Guide to Transformers Neural Network: A step by step explanation

Learn AI, Machine Learning, Deep Learning and Generative AI Explained

Learn Transformers, explained: Understand the model behind GPT, BERT, and T5

This career path equips you with the skills to manage data, get results, and drive decision-making. It includes modules on data wrangling and cleaning with Python.

This career path equips you with the R skills needed for a data analyst role, with a strong emphasis on data cleaning and manipulation using the Tidyverse.

This program teaches how to use Python for data analysis in a business context, including data wrangling and visualization for EDA.

Data Analyst Path