ProductizeML
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ProductizeML
  • ProductizeML
  • Introduction
    • Objectives
    • About the Course
    • Guidelines
    • Syllabus
    • After Completion
  • Machine Learning
    • Why ML, and why now
    • Supervised Learning
    • Unsupervised Learning
    • Deep Learning
    • ML Terminology
  • Data Management
    • Data Access
    • Data Collection
    • Data Curation
  • Train and Evaluate
    • Framework and Hardware
    • Training Neural Networks
    • Model Evaluation
  • Productize It
    • ML Life Cycle
    • Business Objectives
    • Data Preparation
    • Model Development
    • Train, Evaluate, and Deploy
    • A/B Testing
    • KPI Evaluation
    • PM Terminology
  • Resources
    • Readings
    • Courses
    • Videos
  • Hands-On
    • Python for Machine Learning
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  1. Resources

Readings

hashtag
Required Readings

Name
Author(s)
Publisher
Year

Rules of Machine Learningarrow-up-right

Martin Zinkevich

Google

2020

People + AI Guidebookarrow-up-right

People + AI Research (PAIR)

Google

2020

Designing Great ML Experiencesarrow-up-right

Apple's WWDC 2019

Apple

2019

Managing Machine Learning Projectsarrow-up-right

V.M. Megler

Amazon Web Services

2019

Everything We Wish We'd Known About Building Data Productsarrow-up-right

DJ Patilarrow-up-right

First Round

Does AI make strong tech companies stronger?arrow-up-right

Benedict Evans

2018

Shipping disruptive ML/AI products at scale (not papers)arrow-up-right

Synthesized

Synthesized

2020

The Step-By-Step PM Guide to Building Machine Learning Based Productsarrow-up-right

Yavel Gavish

Medium

2017

hashtag
Interesting readings

Name
Author(s)
Publisher
Year

Rise of the Data Product Managerarrow-up-right

Trey Causey

Medium

2017

Practical Skills for The AI Product Managerarrow-up-right

Justin Norman, Peter Skomoroch and Mike Loukides

O'Reilly

2020

What does Machine Learning look like?arrow-up-right

Matt Fyles

What you need to know about product management for AIarrow-up-right

Peter Skomoroch and Mike Loukides

O'Reilly

2020

7 Artificial Intelligence Trends and How They Work With Operational Machine Learningarrow-up-right

Nisha Talagala

Oracle

2019

Machine Learning Glossaryarrow-up-right

Brendan Fortuner

2020

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Last updated 3 years ago

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  • Required Readings
  • Interesting readings

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