Curated Machine Learning Resources For Managers

The best articles, courses and blogs for managing AI projects

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Understand ML
Interactive

A visual introduction to machine learning

Stephanie Yee and Tony Chu | R2D3
Why it's great:
Interactive vizualization of how a ML models learn. Beautiful and accurate.
Manage projects
Collection

People + AI Guidebook

Google
Why it's great:
Human centred AI design. Excellent blog posts on the UX of AI applications.
Manage projects
PDF

The Machine Learning Project Checklist

Data Revenue
Why it's great:
A checklist for planning your first AI project.
Build a team
Article

How to Choose a Machine Learning Consulting Firm

Data Revenue
Why it's great:
9 things you should check when you decide which ml agency to hire.
Manage projects
Interactive

Google Dataset Search

Google
Why it's great:
Search for datasets anywhere on the internet.
Build a team
Article

Why to Hire Machine Learning Engineers, Not Data Scientists

Data Revenue
Why it's great:
A misunderstanding that has cost companies millions and years of lost time.
Manage projects
Article

What do machine learning practitioners actually do?

Rachel Thomas
Why it's great:
All the things a machine learning engineer does.
Fun
Interactive

DeepL Translator

DeepL
Why it's great:
The worlds best machine translator – forget Google Translate.
Manage projects
Article

Machine Learning For Managers

Why it's great:
A complete introduction to managing ML projects.
Understand ML
Article

Machine Learning for Everyone

vas3k
Why it's great:
Funny and thorough introduction to Machine Learning!
Manage projects
Course

Machine Learning Crash Course

Google
Why it's great:
Lessons and hands-on exercise to start planning your machine learning project.
Manage projects
Collection

Machine Learning Toolkit

Data Revenue
Why it's great:
The best tools for your ML project. Incl. a description of each tool.
Understand ML
Course

AI for Everyone | Coursera

Andrew Ng
Why it's great:
A good, general introduction to AI.
Understand ML
Article

How Machines Learn (And You Win)

Randal S. Olson and R2D3
Why it's great:
How ML works and why it's important.
Manage projects
Collection

Open Datasets | Kaggle

Kaggle
Why it's great:
Large and fast growing collection of open datasets.
Fun
Collection

Interactive Google AI Experiements

Google
Why it's great:
Fun, interactive AI applications to play with.
Understand ML
Course

Machine Learning is Fun

Adam Geitgey
Why it's great:
Very thorough introduction to machine learning with good examples and little math.
Fun
Image

Machine Learning | xkcd

xkcd
Why it's great:
Just for fun.

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