Path detail

Machine Learning Foundations Study Guide

Foundational ML and data-science resources spanning Google, Kaggle, IBM, CS50, and fast.ai.

Step 1Required
Intro to Machine Learning

Starts with a solid on-ramp into the topic.

Self-guided
Open study URL
Step 2Required
Intro to Deep Learning

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 3Required
Machine Learning Explainability

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 4Optional
Time Series

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 5Optional
Feature Engineering

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 6Optional
Introduction to AI and Machine Learning on Google Cloud

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 7Optional
Practical Deep Learning for Coders

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 8Optional
Practical Deep Learning for Coders (legacy site)

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 9Optional
Introduction to machine learning concepts

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 10Optional
Get started with machine learning in Azure

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 11Optional
Create machine learning models

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 12Optional
Introduction to Machine Learning

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 13Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 14Optional
Introduction to Machine Learning Problem Framing

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 15Optional
Decision Forests

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 16Optional
Recommendation Systems

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 17Optional
Clustering

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 18Optional
Generative Adversarial Networks

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 19Optional
Rules of ML

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 20Optional
Good Data Analysis

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 21Optional
Deep Learning Tuning Playbook

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 22Optional
Data Traps

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 23Optional
Intermediate Machine Learning

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 24Optional
Intermediate ML: TensorFlow on Google Cloud

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 25Optional
Machine Learning Specialization

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 26Optional
Explore machine learning and data science in IBM watsonx

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 27Optional
Machine Learning for Data Science Projects

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 28Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 29Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 30Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 31Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 32Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 33Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 34Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 35Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 36Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 37Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 38Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 39Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 40Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 41Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 42Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 43Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 44Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 45Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 46Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 47Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 48Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 49Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 50Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 51Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 52Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 53Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 54Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 55Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 56Optional
Machine Learning Crash Course

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 57Optional
Machine Learning Online Courses | Coursera

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 58Optional
Machine Learning Operations (MLOps) for Generative AI

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 59Optional
Production Machine Learning Systems

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 60Optional
Machine Learning in Production

Builds on the previous step with a complementary provider angle.

Self-guided
Open study URL
Step 61Optional
Implement Generative AI engineering with Azure Databricks

Rounds out the path with broader depth or specialization.

Self-guided
Open study URL
OpenCourseMap