Author of Ace the Data Science Interview.
Free Book Preview ๐
https://t.co/1izgOFy1Kt
Founder of https://t.co/yyE4B5Ltpf (SQL Interview Prep)
Ex-Facebook
Mar 11, 2024 โข 6 tweets โข 3 min read
3 SQL Games that will take your SQL skills to the next level
๐งต๐
1. SQL Murder Mystery
A murder has happened in SQL city!
Can you use your SQL knowledge to find the killer?
โcouldn't find an internship so I built an AI Robot Handโ
Creating portfolio projects is an amazing way to stand out on the job hunt but I've never seen someone do a project as well as Alan Lu & his robot hand!
Want your portfolio project to stand out too?
Here's 3 tips ๐งต
โ Align the project to your dream job
Want to work in robotics?
Do what Alan did!
Want to work in healthcare analytics?
Go on Kaggle, analyze a free CDC dataset, then visualize your results publicly on Tableau!
Want to be a PM?
Mock up & spec a new feature for Twitter!
Jan 8, 2024 โข 4 tweets โข 2 min read
Can you solve this real Microsoft SQL interview question:
โWhich Azure customer buys at least 1 Azure product from each product category?โ
You're given a customer_contracts table & a table of Azure products.
Hints:
โข Join the two tables with either a LEFT or INNER JOIN
โข Count all of the distinct product categories that a customer has purchased a product from using COUNT(DISTINCT products.product_category) AS unique_count
Jan 2, 2024 โข 5 tweets โข 2 min read
Data Science Interviews cover a HUGE range of topics:
๐น Data Structures & Algorithms
๐น Product/Business Sense
๐น Machine Learning
๐น Statistics
๐น Python
๐น SQL
Seems like a lot?
IT F**KING IS !!
Here's why Data Science interviews seem to cover everything under the sun ๐งต๐
In an ideal world, Data Science candidates are only evaluated on the skills needed for the job they will be doing.
But the reality is that many Hiring Managers don't know exactly what Data Science projects their team will work on next quarter, let alone next year.
Dec 28, 2023 โข 12 tweets โข 3 min read
8 must-read books to land a Product Data Science or Product Analytics job:
(along with a guided 12 week study plan)
๐งต๐
First, refresh your statistics fundamentals by spending 2 weeks on OpenIntro Stats.
Don't skip this step, or you'll get wrecked by the A/B testing & ML concepts built on stats foundations
Google recently released an "Interview Warmup" tool, to help candidates who are applying to Data Analytics jobs at Google better prep for their technical interview.
Here's 15 Data Analytics Questions Google expects you to know:
(how many can you answer??)
1. Not all data or inputs for analysis arrive in perfect condition.
Explain some of the errors or problems you might look for as part of the data cleaning process.
Nov 30, 2023 โข 13 tweets โข 3 min read
My 22-year old coaching client landed a new-grad Machine Learning job at a NYC startup that pays $175k per year ๐
($120k base, $40k stock, $15k annual bonus)
Here's the 17 interview questions they were asked:
(how many of these could you answer?)
๐๐๐๐ก๐ข๐ง๐ ๐๐๐๐ซ๐ง๐ข๐ง๐ ๐ค
1. What is PCA, why is it helpful, and how does it work?
2. What is heteroskedasticity, and how can you check for it?
3. After loading the Boston house prices dataset (it comes with scikit-learn), can you find any outliers in the data?
Nov 21, 2023 โข 13 tweets โข 3 min read
My 22-year old coaching client landed a new-grad Machine Learning job at a NYC startup that pays $175k per year ๐
($120k base, $40k stock, $15k annual bonus)
Here's the 17 interview questions they were asked:
(how many of these could you answer?)
๐๐๐๐ก๐ข๐ง๐ ๐๐๐๐ซ๐ง๐ข๐ง๐ ๐ค
1. What is PCA, why is it helpful, and how does it work?
2. What is heteroskedasticity, and how can you check for it?
3. After loading the Boston house prices dataset (it comes with scikit-learn), can you find any outliers in the data?
Nov 20, 2023 โข 5 tweets โข 2 min read
Linear Algebra is FOUNDATIONAL to Data Science & Machine Learning.
Hereโs 3 FREE Linear Algebra resources I highly recommend to build a strong foundation ๐งต๐
๐๐ฌ๐ฌ๐๐ง๐๐ ๐จ๐ ๐๐ข๐ง๐๐๐ซ ๐๐ฅ๐ ๐๐๐ซ๐ ๐๐ฅ๐๐ฒ๐ฅ๐ข๐ฌ๐ญ:
At only ~2.5 hours long, in the time it takes you to watch a movie you could instead develop some helpful intuitions about linear algebra!
PROVE IT โ try to solve this real Microsoft SQL Interview question with me ๐
Write a SQL query to identify the top 2 Power Users who sent the highest number of messages on Microsoft Teams in August 2022.
Display the IDs of these 2 users along with total num of messages they sent.
Output the results in descending order based on number of messages.
Google recently released an "Interview Warmup" tool, to help candidates who are applying to Data Analytics jobs at Google better prep for their technical interview.
Here's 15 Data Analytics Questions Google expects you to know:
(how many can you answer??)
1. Not all data or inputs for analysis arrive in perfect condition.
Explain some of the errors or problems you might look for as part of the data cleaning process.
Sep 20, 2023 โข 11 tweets โข 3 min read
A past coaching client of mine interviewed for an entry-level Data Science job in Los Angeles that paid $110k per year.
Here's the 19 interview questions they were asked:
(how many of these could you answer?)
๐๐ญ๐๐ญ๐ข๐ฌ๐ญ๐ข๐๐ฌ ๐ข
1. Explain the difference between population variance vs sample variance
2. Describe a p-value to a 13-year-old (8th grader)
3. What Does an R-Squared Value of 0.9 Mean?
Aug 4, 2023 โข 9 tweets โข 3 min read
Can you solve this TikTok SQL Interview Question?
Write a query to find users who didn't confirm their sign-up on the 1st day, but confirmed on the 2nd day.
๐ ๐ฎ๐ฅ๐ฅ ๐๐ซ๐จ๐๐ฅ๐๐ฆ ๐๐ญ๐๐ญ๐๐ฆ๐๐ง๐ญ:
You're given tables about user sign-ups & confirmations through email and text.
Write a query to find users who didn't confirm their sign-up on the 1st day, but confirmed on the 2nd day.
Jul 29, 2023 โข 6 tweets โข 3 min read
3 SQL Games that will take your SQL skills to the next level
๐งต๐
1. SQL Murder Mystery
A murder has happened in SQL city!
Can you use your SQL knowledge to find the killer?
Linear Algebra is FOUNDATIONAL to Data Science & Machine Learning.
Hereโs 3 FREE Linear Algebra resources I highly recommend to build a strong foundation ๐งต๐
๐๐ฌ๐ฌ๐๐ง๐๐ ๐จ๐ ๐๐ข๐ง๐๐๐ซ ๐๐ฅ๐ ๐๐๐ซ๐ ๐๐ฅ๐๐ฒ๐ฅ๐ข๐ฌ๐ญ:
At only ~2.5 hours long, in the time it takes you to watch a movie you could instead develop some helpful intuitions about linear algebra!