Reposted by :probabl.
Welcome to our new sponsor @probabl.ai !
May 5, 2025 at 7:01 AM
Welcome to our new sponsor @probabl.ai !
There is a subtle, but important, difference between metrics and scorers in scikit-learn. Understanding this difference really matters, especially when you want to apply ML in business with custom metrics.
So we made a new tutorial on the topic, viewable here:
youtu.be/67KMDSitw1M
So we made a new tutorial on the topic, viewable here:
youtu.be/67KMDSitw1M
The difference between metrics and scorers
YouTube video by probabl
youtu.be
February 12, 2025 at 10:43 AM
There is a subtle, but important, difference between metrics and scorers in scikit-learn. Understanding this difference really matters, especially when you want to apply ML in business with custom metrics.
So we made a new tutorial on the topic, viewable here:
youtu.be/67KMDSitw1M
So we made a new tutorial on the topic, viewable here:
youtu.be/67KMDSitw1M
The page for the `train_test_split` function is the most visited page on the scikit-learn documention. It's because people always forget the order of the output.
So we figured it might make sense to make a video that helps you remember:
youtu.be/wb4bKSHiDik
So we figured it might make sense to make a video that helps you remember:
youtu.be/wb4bKSHiDik
Remembering the order of the train_test_split
YouTube video by probabl
youtu.be
February 6, 2025 at 10:18 AM
The page for the `train_test_split` function is the most visited page on the scikit-learn documention. It's because people always forget the order of the output.
So we figured it might make sense to make a video that helps you remember:
youtu.be/wb4bKSHiDik
So we figured it might make sense to make a video that helps you remember:
youtu.be/wb4bKSHiDik
When you cross-validate, you're usually using stratified sampling. It's a default that comes with scikit-learn, and it certainly has an upside ... but also a downside.
We try to explain why in our latest whiteboard video on YouTube.
www.youtube.com/watch?v=EpK9...
We try to explain why in our latest whiteboard video on YouTube.
www.youtube.com/watch?v=EpK9...
The ups and downs of stratified cross-validation
YouTube video by probabl
www.youtube.com
January 30, 2025 at 11:51 AM
When you cross-validate, you're usually using stratified sampling. It's a default that comes with scikit-learn, and it certainly has an upside ... but also a downside.
We try to explain why in our latest whiteboard video on YouTube.
www.youtube.com/watch?v=EpK9...
We try to explain why in our latest whiteboard video on YouTube.
www.youtube.com/watch?v=EpK9...
We introduced a new tool last week that helps you immediately grab all the right metrics and charts for your pipeline. It comes with many sensible defaults and can be customised too.
If you're keen to save some time, feel free to check the demo on YT:
youtu.be/2rjkrR7CjHc
If you're keen to save some time, feel free to check the demo on YT:
youtu.be/2rjkrR7CjHc
Introducing the EstimatorReport
YouTube video by probabl
youtu.be
January 28, 2025 at 9:30 AM
We introduced a new tool last week that helps you immediately grab all the right metrics and charts for your pipeline. It comes with many sensible defaults and can be customised too.
If you're keen to save some time, feel free to check the demo on YT:
youtu.be/2rjkrR7CjHc
If you're keen to save some time, feel free to check the demo on YT:
youtu.be/2rjkrR7CjHc
We will be going live in a bit, if you're keen to learn about prefect, feel free to join!
youtube.com/live/hkm5Ofi...
youtube.com/live/hkm5Ofi...
Exploring prefect for scheduling data workloads
YouTube video by probabl
youtube.com
January 24, 2025 at 10:10 AM
We will be going live in a bit, if you're keen to learn about prefect, feel free to join!
youtube.com/live/hkm5Ofi...
youtube.com/live/hkm5Ofi...
We have a new whiteboard video! This one is all about the classification report and we explain how it works in detail by leveraging a custom widget to change some of the values by hand.
You can watch it on our YT channel here:
youtu.be/765qaIk30Rs
You can watch it on our YT channel here:
youtu.be/765qaIk30Rs
Playing with the classification report
YouTube video by probabl
youtu.be
January 23, 2025 at 9:18 AM
We have a new whiteboard video! This one is all about the classification report and we explain how it works in detail by leveraging a custom widget to change some of the values by hand.
You can watch it on our YT channel here:
youtu.be/765qaIk30Rs
You can watch it on our YT channel here:
youtu.be/765qaIk30Rs
🚀 Meet skore—the @scikit-learn.org sidekick!
🔹 Offers guidance on modeling
🔹 Automated reports & key metrics
💡 Built by scikit-learn maintainers. Open-source & ready to use!
Try it 👉 tinyurl.com/bdhszwtn
🔹 Offers guidance on modeling
🔹 Automated reports & key metrics
💡 Built by scikit-learn maintainers. Open-source & ready to use!
Try it 👉 tinyurl.com/bdhszwtn
GitHub - probabl-ai/skore: the scikit-learn sidekick
the scikit-learn sidekick. Contribute to probabl-ai/skore development by creating an account on GitHub.
tinyurl.com
January 22, 2025 at 4:22 PM
🚀 Meet skore—the @scikit-learn.org sidekick!
🔹 Offers guidance on modeling
🔹 Automated reports & key metrics
💡 Built by scikit-learn maintainers. Open-source & ready to use!
Try it 👉 tinyurl.com/bdhszwtn
🔹 Offers guidance on modeling
🔹 Automated reports & key metrics
💡 Built by scikit-learn maintainers. Open-source & ready to use!
Try it 👉 tinyurl.com/bdhszwtn
Another week, another livestream.
This time we will have a look at prefect. It's a modern scheduling tool for Python that seems to have some nice features for ML training. Join us here on Friday:
youtube.com/live/hkm5Ofi...
This time we will have a look at prefect. It's a modern scheduling tool for Python that seems to have some nice features for ML training. Join us here on Friday:
youtube.com/live/hkm5Ofi...
Exploring prefect for scheduling data workloads
YouTube video by probabl
youtube.com
January 21, 2025 at 9:59 AM
Another week, another livestream.
This time we will have a look at prefect. It's a modern scheduling tool for Python that seems to have some nice features for ML training. Join us here on Friday:
youtube.com/live/hkm5Ofi...
This time we will have a look at prefect. It's a modern scheduling tool for Python that seems to have some nice features for ML training. Join us here on Friday:
youtube.com/live/hkm5Ofi...
We are going live in a bit.
If you're keen to see some parallel techniques in Python, or want to learn about Modal/joblib, this one is for you.
www.youtube.com/live/0SXyIcs...
If you're keen to see some parallel techniques in Python, or want to learn about Modal/joblib, this one is for you.
www.youtube.com/live/0SXyIcs...
More Python parallel stuff with joblib-modal
YouTube video by probabl
www.youtube.com
January 17, 2025 at 10:25 AM
We are going live in a bit.
If you're keen to see some parallel techniques in Python, or want to learn about Modal/joblib, this one is for you.
www.youtube.com/live/0SXyIcs...
If you're keen to see some parallel techniques in Python, or want to learn about Modal/joblib, this one is for you.
www.youtube.com/live/0SXyIcs...
Reposted by :probabl.
Looking forward to speaking on the #OpenSourceAI panel at the sold out EU Open Source Policy Summit by @openforumeurope.org in two weeks. Rather than discussing the definition, we’ll focus on how #openness contributes to European competitiveness—or perhaps, how it might help Europe catch up.
January 17, 2025 at 8:05 AM
Looking forward to speaking on the #OpenSourceAI panel at the sold out EU Open Source Policy Summit by @openforumeurope.org in two weeks. Rather than discussing the definition, we’ll focus on how #openness contributes to European competitiveness—or perhaps, how it might help Europe catch up.
The livestream this week will be about joblib and some big time cloud parallelism that it can support these days via a Modal integration.
If you want to learn about Modal or joblib, this should be a super fun one.
www.youtube.com/live/0SXyIcs...
If you want to learn about Modal or joblib, this should be a super fun one.
www.youtube.com/live/0SXyIcs...
YouTube
Share your videos with friends, family, and the world
www.youtube.com
January 14, 2025 at 12:31 PM
The livestream this week will be about joblib and some big time cloud parallelism that it can support these days via a Modal integration.
If you want to learn about Modal or joblib, this should be a super fun one.
www.youtube.com/live/0SXyIcs...
If you want to learn about Modal or joblib, this should be a super fun one.
www.youtube.com/live/0SXyIcs...
We're going live in a bit with a new livestream. In this one we're giving ModernBERT a spin. It is very early days for the project, but there are some interesting milestones already.
Join here at 12:30 CET:
youtube.com/live/ZWo6Q85...
Join here at 12:30 CET:
youtube.com/live/ZWo6Q85...
YouTube
Share your videos with friends, family, and the world
youtube.com
January 10, 2025 at 9:37 AM
We're going live in a bit with a new livestream. In this one we're giving ModernBERT a spin. It is very early days for the project, but there are some interesting milestones already.
Join here at 12:30 CET:
youtube.com/live/ZWo6Q85...
Join here at 12:30 CET:
youtube.com/live/ZWo6Q85...
The first whiteboard video of the year talks about dummy models. The name might not imply it, but using these "dumb" models can be a very smart thing to do at times.
youtu.be/0553mUt3O-E
youtu.be/0553mUt3O-E
Dumb models can be very smart
YouTube video by probabl
youtu.be
January 9, 2025 at 11:17 AM
The first whiteboard video of the year talks about dummy models. The name might not imply it, but using these "dumb" models can be a very smart thing to do at times.
youtu.be/0553mUt3O-E
youtu.be/0553mUt3O-E
We are back with livestreams this week and this Friday we will explore ModernBERT, a new pragmatic BERT model. It is very early for the project, which seems like a fun time to dip our toes!
Join us on Friday during lunch here:
youtube.com/live/ZWo6Q85...
Join us on Friday during lunch here:
youtube.com/live/ZWo6Q85...
January 7, 2025 at 9:43 AM
We are back with livestreams this week and this Friday we will explore ModernBERT, a new pragmatic BERT model. It is very early for the project, which seems like a fun time to dip our toes!
Join us on Friday during lunch here:
youtube.com/live/ZWo6Q85...
Join us on Friday during lunch here:
youtube.com/live/ZWo6Q85...
Reposted by :probabl.
Rather than predictions, here are my professional wishes for 2025—shaped by a year of profound learning, building mission-driven @probabl.ai and data science commons with and around @scikit-learn.org, and engaging with brilliant minds, both enthusiastic and concerned about AI: #openness
December 25, 2024 at 11:43 AM
Rather than predictions, here are my professional wishes for 2025—shaped by a year of profound learning, building mission-driven @probabl.ai and data science commons with and around @scikit-learn.org, and engaging with brilliant minds, both enthusiastic and concerned about AI: #openness
Our Probablrs Starter Pack is up! go.bsky.app/JZXryZd
December 23, 2024 at 1:45 PM
Our Probablrs Starter Pack is up! go.bsky.app/JZXryZd
Our final whiteboard video of the year is about a detail, a tiny tiny detail, that relates to the precision and recall metrics. These two metrics are typically different, but sometimes they are equal.
And something interesting is happening when that is the case!
youtu.be/Zn2xrf4ijSY
And something interesting is happening when that is the case!
youtu.be/Zn2xrf4ijSY
When precision equals recall
YouTube video by probabl
youtu.be
December 19, 2024 at 9:10 AM
Our final whiteboard video of the year is about a detail, a tiny tiny detail, that relates to the precision and recall metrics. These two metrics are typically different, but sometimes they are equal.
And something interesting is happening when that is the case!
youtu.be/Zn2xrf4ijSY
And something interesting is happening when that is the case!
youtu.be/Zn2xrf4ijSY
We are going offline during the holiday weeks, which is also why we are going to have a special edition of the livestream to wrap up the year. Feel free to ask us anything about ML as we also review some certification preparations.
www.youtube.com/watch?v=f9G7...
www.youtube.com/watch?v=f9G7...
Ask me Anything[tm] and a certification review!
YouTube video by probabl
www.youtube.com
December 17, 2024 at 12:44 PM
We are going offline during the holiday weeks, which is also why we are going to have a special edition of the livestream to wrap up the year. Feel free to ask us anything about ML as we also review some certification preparations.
www.youtube.com/watch?v=f9G7...
www.youtube.com/watch?v=f9G7...
Making a recommender by just using Polars!
YouTube video by probabl
www.youtube.com
December 13, 2024 at 11:21 AM
We're going to dive into some metrics in the next few whiteboard videos. After all, if you are going to use them to judge machine learning models, it is really important to have a good intuition for them.
Let's start with precision, recall and F1:
youtu.be/3M2Gmuh5mtI
Let's start with precision, recall and F1:
youtu.be/3M2Gmuh5mtI
Precision, recall and F1-score
YouTube video by probabl
youtu.be
December 12, 2024 at 9:21 AM
We're going to dive into some metrics in the next few whiteboard videos. After all, if you are going to use them to judge machine learning models, it is really important to have a good intuition for them.
Let's start with precision, recall and F1:
youtu.be/3M2Gmuh5mtI
Let's start with precision, recall and F1:
youtu.be/3M2Gmuh5mtI
Join us this Friday if you're eager to see what it can be like to design a recommender while limiting ourselves to just a DataFrame API. It is somewhat unconventional, but a great excuse to show off a Polars trick or two.
www.youtube.com/watch?v=U3Fi...
www.youtube.com/watch?v=U3Fi...
Making a recommender by just using Polars!
YouTube video by probabl
www.youtube.com
December 10, 2024 at 10:51 AM
Join us this Friday if you're eager to see what it can be like to design a recommender while limiting ourselves to just a DataFrame API. It is somewhat unconventional, but a great excuse to show off a Polars trick or two.
www.youtube.com/watch?v=U3Fi...
www.youtube.com/watch?v=U3Fi...
At Probabl, together with the wider community, we continue our dedicated efforts to support and enhance @scikit-learn.org and its ecosystem. In this post, we provide a retrospective on the work accomplished over the last 6 months and the roadmap for the next 6:
papers.probabl.ai/open-source-...
papers.probabl.ai/open-source-...
Open source software priorities at Probabl - Chapter 2
Open source software priorities at Probabl - Chapter 2
papers.probabl.ai
December 6, 2024 at 3:48 PM
At Probabl, together with the wider community, we continue our dedicated efforts to support and enhance @scikit-learn.org and its ecosystem. In this post, we provide a retrospective on the work accomplished over the last 6 months and the roadmap for the next 6:
papers.probabl.ai/open-source-...
papers.probabl.ai/open-source-...