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ds_prep's Introduction

Resume Prepare

Resume Editing

This San Francisco Startup’s Google Doc Is About to Change the Way You Hire

Jobscan: Optimize your resume keywords

Power Verbs For Your Resume - UNI Career Services

Coding questions

Must read

Cracking the PM Interview

Practical Statistics for Data Scientists

Uber questions

转专业如何快速冲刺 DS 高薪 Offer 讲座资料

100%通过率的 Cracking the Data Challenge 技巧分享

Data Scientist 跳槽经验总结帖+复习资料推荐

How to land a Data Scientist job at your dream company — My journey to Airbnb

回报地里,总结自己如何cracking the Data Challenge

Acing AI Interviews from big companies

总结如何准备data science analytics interview,case study详解

SQL

INTRO SQL

How To Ace Data Science Interviews: SQL

SQL BANK

Sample Questions

R

Sample Questions

Python

How To Ace Data Science Interviews: R, Python

example challenge

Sample Questions

Data structure

Statistics Questions

Analysis of variance & experimental design

Design of Experiments

ANOVA

Penn state intro 414,415

Intro to Inferential Statistics

How To Ace Data Science Interviews: Statistics

Math in Data Science

Probability practice

PCA

Clustering K-means

Hypothesis Testing/ A/B tests

How do you use A/B testing?

A Summary of Udacity A/B Testing Course

A/B Testing for Business Analysts

What does P-Value mean?

When to Run Bandit Tests Instead of A/B/n Tests

How long should run experiment

Bayesian A/B Testing

推荐系统中的A/B测试,谁能详细说下思路

EXP PLATFORM A/B

The Three Types of A/B Tests

Two stages A/B Tests

The Design of A/B Tests in an Online Marketplace

How A/B Tests Could Go Wrong: Automatic Diagnosis of Invalid Online Experiments

Uplift Modeling Workshop

Net Lift Prediction Models

Uplift Modeling

Machine Learning Questions

Calculate AUC of an ROC curve

Explain Linear Regression, assumptions and math equations

Model Evaluation (Normality assumption, bias variance trade-off, pitfalls of R^2)

Elements of statistical learning

Model Building and Validation, Good intro

通俗的将Xgboost的原理讲明白

Examples:

consumer churn prediction

Product Questions

Search

How product work

swipe to unlock

Define Metrics

Improving Product

Favorite product

Reduce Bounce Rate

bounce/exit Google analytics

Growth

Business Case

Lean analytics

Victor Cheng case study interview

Growth | Alex Schultz

数据科学家的product sense哪里来Case Studies

Facebook数据科学家解密数据分析驱动用户增长

User Engagement : What are the best metrics for measuring user engagement on service review/content sites such as Yelp, Urbanspoon, TripAdvisor?

Mock Metric interview

Case in Point 9: Complete Case Interview Preparation

Decode and Conquer

Product Design

Sample Questions

Useful Sources

每日一练 | Data Scientist & Business Analyst 面试题

一亩三分地,数科面经

BitTiger

LionKing

Medium Towards Datascience

Data framed

KDD papers and slides by Microsoft

DATACAMP

Reddit Data science

ds_prep's People

Contributors

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Stargazers

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Watchers

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