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A/B Testing Fundamentals: What Every Data Scientist Needs to Know!

Emma Ding 72,910 4 years ago
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Data Scientists Must Know | Data Science Interview Must Watch: A/B Testing Fundamentals. I will dive deep into practical problems in A/B testing and share things I learned from the book Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing. 🟢Get all my free data science interview resources https://www.emmading.com/resources 🟡 Product Case Interview Cheatsheet https://www.emmading.com/product-case-cheat-sheet 🟠 Statistics Interview Cheatsheet https://www.emmading.com/statistics-interview-cheat-sheet 🟣 Behavioral Interview Cheatsheet https://www.emmading.com/behavioral-interview-cheat-sheet 🔵 Data Science Resume Checklist https://www.emmading.com/data-science-resume-checklist ✅ We work with Experienced Data Scientists to help them land their next dream jobs. Apply now: https://www.emmading.com/coaching ✔️ Cracking Hypothesis Testing Problems in Data Science Interviews part 1 https://www.youtube.com/watch?v=IY7y-t30UJc ✔️ Cracking Hypothesis Testing Problems in Data Science Interviews part 2 Practical significance and statistical significance https://www.youtube.com/watch?v=6uw0A3aKwMc ✔️ Cracking A/B Testing Problems in Data Science Interviews https://www.youtube.com/watch?v=X8u6kr4fxXc 📚 Trustworthy online controlled experiments, a practical guide to A/B testing https://www.amazon.com/Trustworthy-Online-Controlled-Experiments-Practical/dp/1108724264 // Comment Got any questions? Something to add? Write a comment below to chat. // Let's connect on LinkedIn: https://www.linkedin.com/in/emmading001/ ==================== Contents of this video: ==================== 0:00 Intro 1:52 What are A/B tests 3:39 Why A/B tests 5:05 Steps to run A/B tests 5:20 Experiment prerequisites 6:51 Experiment design 8:03 Running Experiments 8:22 Result to decision 10:48 Post-launching monitoring

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