A gentle introduction to Bayesian statistics for data scientists who, like me, are confused by it.
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@mydatastuff
A gentle introduction to Bayesian statistics for data scientists who, like me, are confused by it.

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The board meeting problem nobody talks about
This one came from a nonprofit. They run a community platform, a journal, and a content archive. Real work, real impact, real accountability to their funders. And you guessed it: I was exactly the right person.
Their data situation was the most common kind: functional enough to survive, broken enough to cause pain.
What looked like a reporting request turned into a full infrastructure rebuild.
Their initial ask was actually two things — which, in my experience, is already a sign someone has been thinking hard about the real problem.
They wanted:
An internal operational dashboard — interactive, real-time, for the team to use daily. The kind of thing where you notice Reddit Ads stopped performing and you move budget before the week is over.
An external board report — a static, beautifully designed PDF that arrives in someone’s inbox on the first of the month, ready to drop into a funding presentation without touching it.
Two products. Two completely different jobs. Both broken.
When we opened the hood, the actual situation was this:
→ All data entry was manual — someone exporting from WordPress, from GA4, from Google Ads, and hand-keying it into Google Sheets. Every month.
→ No historical storage — meaning you couldn’t actually show trends. You had last month and you had this month and that was it.
→ No custom engagement metric — despite engagement being the core thing their funders wanted to see evidence of.
→ No automated reporting — meaning the monthly board report was a craft project that consumed hours of someone’s time, every single cycle.
STOP capturing business logic in dashboards. You’re shooting yourself in the foot.. Dashboards are a presentation layer. They should presen
Dashboards are a presentation layer. They should present the data as it is (I’ll accept very minor calculations on top). Business logic should always reside at lower levels of the stack. Why? Imagine this scenario: - your CEO looks at the dashboard - they spot a weird metric movement - they send a question to the analytics team - analysts run queries frantically, trying to reproduce this number, but are unable to.. This is clown town 🤡 When business logic is in the right place, it enables reusability, proper governance, and control.
Learn the kinds of interview questions you can expect for an SQL-related job. Discover our courses to help you prepare for the technical int
35 Programming Memes Developers Are Still Trying To Debug

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A conceptual model for thinking about time in programming that encapsulates the complexity that many programmers cite online
I have been saving this since last year. Happy Earth Day everyone.
Jeff from Sync Computing and Ian from SELECT sit down for an hour to discuss Snowflake and Databricks.
Which Data Engineering Certification Should I Go For? : r/dataengineering
Reddit is a network of communities where people can dive into their interests, hobbies and passions. There's a community for whatever you're
Ex-Google recruiter shares 3 types of phrases job seekers should not use in their resumes
'The goal of a resume is for me to very quickly understand what you’ve done,' former recruiter for Google, Nolan Church, said. He added that

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Frozen walleye pike kiss the snow in Mille Lacs.
Minnesota
1959
Des brochets canadiens figés embrassent la neige à Mille Lacs, Minnesota, 1959.
Learn the kinds of interview questions you can expect for an SQL-related job. Discover our courses to help you prepare for the technical int
Practice these good habits to become an exceptional programmer whom everyone respects
Easiest way for a simple frontend for my database?
Hey,
First of all this is a great communication,yesterday I asked for help for one of ky queries and thankfully many people responded and helped me.
Anyway, I need a simple front end for my database. I created my database with PostgreSQL, I wrote my queries(around 10 of them) and now I need a simple frontend where the user will be able to give some input to my queries and the front-end will need to present the tables of the queries.
For example(let's say I have a table with students and their hobby)I have the following Query:
SELECT student_name, student_surname FROM students_hobbies WHERE hobby=?
The user will need to enter a hobby and the front-end will need to show a table the result of the query(the name-surname of students that have that hobby).
We(it's a uni group project for database, but the frontend part is something we need to find on our own) tried using Intellij but after hours of trying we keep getting some errors that we don't know how to fix.
Some of the programs suggested were NodeJS, (sth called Apache?)
So what is the simpest/easiest program to do what I described?
Feel free to ask me anything
Follow-along portfolio project (part 2) from Alex the Analyst on Youtube. Dashboard with 4 different kinds of visualizations on worldwide…

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From NumPy to Scikit-learn and more, these are the top Python libraries from 2023 that you should be paying attention to and using in 2024.
Code challenges are great ways to learn a programming language. In this article, we have 10 SQL code challenges that are suitable for beginn