DataDoses @Datadoses
Data science, ML, AI. Talk to me about the intersection of data and cyber security. Endlessly interested. Joined September 2021-
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Fantastic panel of women in data and AI at the databricks summit! #databricks #dais2024
Not data inputs, not data outputs, but a secret third thing. Learn embeddings here.
Not data inputs, not data outputs, but a secret third thing. Learn embeddings here.
Want to help out those who may have gone through layoffs or are otherwise struggling, but not sure how? Consider this toy drive!
Want to help out those who may have gone through layoffs or are otherwise struggling, but not sure how? Consider this toy drive!
To negotiate the job offer or not to negotiate the job offer... I wish I was as confident as those who insist you should always negotiate.
To build a metrics framework, ask 4 questions: ➜ What is this function’s output? ➜ What inputs does this function need to create that output? ➜ What steps does this function follow to turn those inputs to the output? ➜ What systems are involved in those steps?
In case you wondered why the “database icon” looks like a cylinder
When in the mid-career job exploration phase, am I better off spending time on projects or on hackerank type sites for coding interview practice? (With a job already, assume i only have time for one or the other, and even that is limited)
Casually looking at new roles, but turns out being ghosted by a recruiter for one role and then having my application be rated as "not meeting qualifications" for another still stings. 🫤
It still catches me off guard how often cleaning/learning the data as prep for building a model leads to insights that render the need for a model obsolete.
Found data leakage in a suspiciously high-performing model we were prepping to deploy. This means I've graduated to senior data scientist, right?
Read a LinkedIn post from a DS manager pontificating on the differences in candidates who have a data science degree vs a degree in software engineering and which he considered more "qualified." So I checked his profile. His degree, 30 years previous? Industrial psychology.
In addition to their "casually looking for new roles, recruiters can see" setting on @LinkedIn, I wish there was a place to list min salary you'd need to consider leaving current role. A lot of recruiters might ignore it, but it could save time/effort on both sides.
Multiple range joins on time series data kicked my butt this week.
#100DaysOfCode, #66daysofdata - these initiatives are great, and i am all for anything that helps you stay consistent and engaged. But keep in mind - while establishing a habit is helpful, the outcome is what matters. What did you learn? What are you building?
My daughter used code.org to build some games over the holidays. Every time she added something, she said it only worked if she commented her code first. I did not correct her.
I don't come from a software engineering background, so while I knew incorporating tests was important in data science, I haven't known where to start. Big thanks to @pmbaumgartner for his clear examples - will be trying these out in my code!
I've slowly been working to win over a director who has been dismissive of our data efforts in the past. This morning he reached out to ask for a follow up analysis on something I presented last week. Sometimes the data science wins don't come from the data at all.
I built a streamlit app that has a numbered list of steps and for #8, I put "I forget what 8 was for" and my post about the app has 12k+ views and dozens of replies and no one has mentioned #8. Just devastating.

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