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.

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Step 2Required
Intro to Deep Learning

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Step 3Required
Machine Learning Explainability

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Step 4Optional
Time Series

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Step 5Optional
Feature Engineering

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Step 6Optional
Introduction to AI and Machine Learning on Google Cloud

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Step 7Optional
Practical Deep Learning for Coders

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Step 8Optional
Practical Deep Learning for Coders (legacy site)

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Step 9Optional
Introduction to machine learning concepts

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Step 10Optional
Get started with machine learning in Azure

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Step 11Optional
Create machine learning models

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Step 12Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 13Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 14Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 15Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 16Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 17Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 18Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 19Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 20Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 21Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 22Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 23Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 24Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 25Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 26Optional
Deep Learning Institute (DLI) Training and Certification | NVIDIA

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Step 27Optional
Introduction to Machine Learning

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Step 28Optional
Machine Learning Crash Course

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Step 29Optional
Introduction to Machine Learning Problem Framing

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Step 30Optional
Decision Forests

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Step 31Optional
Recommendation Systems

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Step 32Optional
Clustering

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Step 33Optional
Generative Adversarial Networks

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Step 34Optional
Rules of ML

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Step 35Optional
Good Data Analysis

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Step 36Optional
Deep Learning Tuning Playbook

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Step 37Optional
Data Traps

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Step 38Optional
Intermediate Machine Learning

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Step 39Optional
Intermediate ML: TensorFlow on Google Cloud

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Step 40Optional
Machine Learning Specialization

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Step 41Optional
Explore machine learning and data science in IBM watsonx

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Step 42Optional
Machine Learning for Data Science Projects

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Step 43Optional
Machine Learning Crash Course

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Step 44Optional
Machine Learning Online Courses | Coursera

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Step 45Optional
Machine Learning Crash Course

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Step 46Optional
Machine Learning Online Courses | Coursera

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Step 47Optional
Machine Learning Crash Course

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Step 48Optional
Machine Learning Online Courses | Coursera

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Step 49Optional
Machine Learning Crash Course

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Step 50Optional
Machine Learning Online Courses | Coursera

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Step 51Optional
Machine Learning Crash Course

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Step 52Optional
Machine Learning Online Courses | Coursera

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Step 53Optional
Machine Learning Crash Course

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Step 54Optional
Machine Learning Online Courses | Coursera

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Step 55Optional
Machine Learning Crash Course

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Step 56Optional
Machine Learning Online Courses | Coursera

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Step 57Optional
Machine Learning Crash Course

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Step 58Optional
Machine Learning Online Courses | Coursera

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Step 59Optional
Machine Learning Crash Course

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Step 60Optional
Machine Learning Online Courses | Coursera

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Step 61Optional
Machine Learning Crash Course

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Step 62Optional
Machine Learning Online Courses | Coursera

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Step 63Optional
Machine Learning Crash Course

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Step 64Optional
Machine Learning Online Courses | Coursera

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Step 65Optional
Machine Learning Crash Course

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Step 66Optional
Machine Learning Online Courses | Coursera

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Step 67Optional
Machine Learning Crash Course

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Step 68Optional
Machine Learning Online Courses | Coursera

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Step 69Optional
Machine Learning Crash Course

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Step 70Optional
Machine Learning Online Courses | Coursera

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Step 71Optional
Machine Learning Crash Course

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Step 72Optional
Machine Learning Online Courses | Coursera

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Step 73Optional
Machine Learning Operations (MLOps) for Generative AI

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Step 74Optional
Production Machine Learning Systems

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Step 75Optional
Machine Learning in Production

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Step 76Optional
Implement Generative AI engineering with Azure Databricks

Rounds out the path with broader depth or specialization.

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