mindis / ultimate-product-ds

The Ultimate Product Data Science & Analytics Resource

🚀 The Ultimate Product Data Science Resources

The Ultimate Product Data Science & Analytics Resource

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Product Data Science Interviews

Facebook Product Data Science

Overview

• iGotAnOffer: Facebook data scientist interview: the only post you'll need to read
• JayFeng: The Facebook Data Scientist Interview
• PrepFully: Facebook Data Scientist

Product Sense

• The Ultimate Guide to Cracking Business Case Interviews for Data Scientists (Part 1)
• The Ultimate Guide to Cracking Business Case Interviews for Data Scientists (Part 2)

Video Series

• Product Case Interviews Dos And Don'ts | Produce Sense | Data Science Interviews

SQL Round

• Facebook SQL Questions

Probability & Quant Rounds

• 40 Probability & Statistics Data Science Questions
• Cracking the Facebook Data Scientist Interview - Quantitative Round

Defining Metrics

• How to crack product metric questions in PM interviews
• Neil Patel: How to Calculate LTV
• The Net Promoter Score
• Sequoia Series: Data-Informed Product Building

Evaluating Recommender Systems

• ML Metrics for Recommendation Systems
• Evaluating Recommendation Systems

Root Cause Analysis

• ProductManagerHQ: Metric Change

Tradeoffs

• iGotAnOfferTradeOffs
• Kano & RICE Frameworks

A/B Testing

• Emma Ding: 7 A/B Testing Questions and Answers in Data Science Interviews
• Candor: A/B Test Interview Questions Asked at FANG

Udacity A/B Testing Course by Google

• Udacity
• Study Notes - Udacity A/B Testing

Practicalities of A/B Testing

• Guidelines for stopping an A/B Test
• AaronDeFazio: How to do A/B testing with early stopping correctly
• Early stopping in A/B testing
• The pitfalls of A/B testing in social networks

Funnel Analysis

• Funnel Analysis Examples and Case Studies in 5 Industries

Cohort Analysis

• Cohort Analysis Using Python For Beginners- A Hands-On Tutorial

SQL for Product Analysis

• StrataScratch
• Leetcode Databases

Company Specific Questions

• Google SQL Questions
• Amazon SQL Questions

Question Banks

• 42 Data Science Product Interview Questions
• Facebook’s Data Science Interview Practice Problems

Product Design & Improvment

• iGotAnOffer Product Improvement Questions
• iGotAnOffer Product Design Questions
• How to answer Product Improvement Questions