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nusretozates.bsky.social
ML/Ops Engineer | MS at Koc University studying Computer Vision in Pathology | Working on NLP in the industry | Google Cloud Certified - Professional ML Engineer
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Twitter is toxic and bluesky seems empty...

Hey everyone, once again I proved that I'm a pro about GCP and ML *mic drop* hehe😁 This certificate basically means I know my way around GCP when a business problem needs to be solved using machine learning on the Google Cloud!

It turns out you have to do that to have a better bluesky experience

I have things to do, but I've suddenly been struck by inspiration, and since the well-known work-avoidance mechanism has kicked in, I'm going to write down my thoughts on test-time compute, shared decoders, and reasoning. A theoretical and lengthy piece is coming. medium.com/@m.nusret.oz...

lol I was wrong back to the reading and thinking and experimenting again

Choose your fighter👇 Additional information: - All models are for the same task - There is also a training py for all but I forget to add - All models needs to use a dataset . py and maybe other scripts, so think about where to put it and how it would change the structure

It is funny to see binary opening/closing and watershed is still very useful for segmentation when combined with deep learning. Why funny? Because when I first learn about them I thought they were the things from ancient history and not used anymore

I think I finally found my thesis topic 🎉🎊 Just need a little bit more experiment and some discussions with my advisor now

Happy new year everyone 🎊

You’re still arguing about tabs vs. spaces? May I present…

It seems like bigger vision transformer models need extra tokens (other than cls) to store more global information. Otherwise they remove local information from some patches and use them as global context holders. "Vision Transformers Need Registers" by Meta (paper link below)

So the drop in coin prices in the last 2 days was a strong reminder for me that I need to find a thesis topic and finish is very, very, very fast and find a job otherwise I will be broke much faster than I planned 😂

Three must read papers for PhD students. #scisky #PhD #science #research #academicsky 1. The importance of stupidity in scientific research Open Access journals.biologists.com/jcs/article/...

Missing AutoML 24? We feel the same! 😢 But don’t worry - you can relive the highlights: 🎥 Watch the talks: www.youtube.com/@automl_conf... 📚 Explore the proceedings: proceedings.mlr.press/v256/ And start planning for AutoML 25! 2025.automl.cc/call-for-pap... #AutoML25 #AutoMLConf #NYC #AutoML

I've tried Gemini 2 flash and wanted it to act like a math professor in Stanford. When I ask questions, it "quotes" my words and I kind of feel like it looks down on me 😂

Me: Professional Google Certified Superhero Machine Learning MLOps Engineer My Model:

When I cluster the features from the UNI model, 2 clusters: Foreground background 3 clusters: Border information added 4 clusters: Parts where the model isn't sure if it is a border or background added Now I need to find an original way to use this information for designing a segmentation decoder

I saw the "Developing Web Apps with Cursor IDE" training and think it will be paid for. As AI people, we really should learn more about entrepreneurship... people make very nice money with the models we developed/trained/understand while we read more papers! #ml #ai #deeplearning #cursor

If I'm not mistaken, I've given 20 speeches/presentations in the last year. Can I add "Public Speaker | Thought Leader | Life Coach" to my LinkedIn header now?😁

Lots of people say that now you don't need to learn math, stats etc. to do AI projects because of the tools and libs. That is right at some point but what they miss is you have to obey the lib authors choices and limitations without knowing the math behind it.

What resources do you use for refreshing your math skills? I constantly find myself in need of study calculus, linear algebra, probability and statistics basics again and again.

🧵 This is a thread of starter packs for ML Researchers in particular. If a link is broken simply search it on the starter pack directory and I apologize for this but have no control over it. To see my last thread like this go here: bsky.app/profile/aisu... Check comments 🡻

I have a question. For example, first sentence in the introduction sections contains 5 references. Is that really necessary or is it there to show that authors made their homework and read them?

Design and finding the most original (!) ideas are my passion 😂

Why are we expecting to do the math from LLMs? What are our top expectations from them? Should they do all math problems without using a calculator "tool" or any tool to do math? We can't do lots of math problems in our heads, sometimes we need to draw or use a calculator with memorized formulas

Attention visualization of a selected patch in the selected layers of a model. I used UNI (A General-Purpose Self-Supervised Model for Computational Pathology), which uses DINOV2 method, for the screenshot below.

Attention visualization of a selected patch in the selected layers of a model. I used UNI (A General-Purpose Self-Supervised Model for Computational Pathology), which uses DINOV2 method, for the screenshot below.

At the past 2 months, I've been reading a lot of papers about self-supervised learning and then about segmentation and about feature aggregation (PSPNet) and my advisor stopped me by saying "our topics changes faster than the country's topics it is fun but we can't decide a topic like that" 😂

"All AI people on Bluesky now" they said "My feed is full of AI just like I wanted" they said Sooo hi everyone 😄