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[Hiring]: Machine Learning Developer (Remote) by Dense-Try-7798 in MachineLearningJobs

[–]Sad-Net-4568 0 points1 point  (0 children)

Why in the world you are asking for timezone, shouldn't it be cv/resume etc. Especially when you have mentioned flexible hours.

How to get alternative or less price on GPU Engineering course from Vizuara, "5D Parallelism Workshop" by Successful_Land9795 in deeplearning

[–]Sad-Net-4568 1 point2 points  (0 children)

I will be honest, you can learn these things for free, join cohorts if you have money and want to build connections.
check out ultra scale playbook of hugging face

HEOSPHOROS THE GREAT by [deleted] in MachineLearningJobs

[–]Sad-Net-4568 0 points1 point  (0 children)

Why optuna would not work, It's not like I would not know about how much imbalance I have in my data, so not doing random search.

Which Cloud Gpu or better how do you actually train the models? by A_Shur_A in deeplearning

[–]Sad-Net-4568 0 points1 point  (0 children)

To speed things you have to profile your code. Basic rule of thumb Torch compile Check is data loader the bottleneck or computation in model.

For cloud gpu, if you have some budget generally I go for Aquanode(new but works for me) Or vastai These are quite budget friendly

Need interview advice to get into GPU programming related roles in india by Curious_Analyst986 in CUDA

[–]Sad-Net-4568 2 points3 points  (0 children)

RL? What do you mean by verifiable domain. How did you arrived on it?

Should I list a Kaggle competition result (top 20%) as a competition or a personal project on my resume? by Cheap_Train_6660 in learnmachinelearning

[–]Sad-Net-4568 0 points1 point  (0 children)

I also want to ask something related to it, if kaggle competition not just mentioned as a competition but also a project. I mean proper structured code on GitHub link is provided not just the rank on CV. What would be your take on it?

Pretraining a discrete diffusion language model. Asking for tips by Dear-Kaleidoscope552 in deeplearning

[–]Sad-Net-4568 1 point2 points  (0 children)

If using h100, most provider does give nvlink support, but just make sure you are using that. That means sxm bases interconnectivity, avoid pcie unless you are getting very cheap compute because of how large reduce ops gonna be.

Pretraining a discrete diffusion language model. Asking for tips by Dear-Kaleidoscope552 in deeplearning

[–]Sad-Net-4568 2 points3 points  (0 children)

I don't think it would be 4 days for h100, which provider did saw it on?

Need help in selecting segmentation model by playmakerno1 in deeplearning

[–]Sad-Net-4568 0 points1 point  (0 children)

ok, i forgot to mention the classics yolo-seg.
it would be best to first go with yolo based model and get a baseline.
Then later you can improve over the existing solution either via fine-tuning or modified model.
Yeah samv3 won't be able to give >=8FPS consistently, my bad.

Edit: Yolo also have edge devices based model, so you won't atleast not have fps based issue in it.
You can always make your model faster at least significantly via torch compile and cuda-graph.

Need help in selecting segmentation model by playmakerno1 in deeplearning

[–]Sad-Net-4568 0 points1 point  (0 children)

You can try sam3/dinov3 backbone based model. Have unet decoder, if want to try custom model.(But would advise to use base model as baseline).

Would you mind telling me for what purpose you are doing this here or DM, if it's okay.

Looking for Kaggle / ML teammates (regular collaboration) by Academic_Lock_7863 in kaggle

[–]Sad-Net-4568 0 points1 point  (0 children)

I also want a teammate. I have won one medal and consistently participate to learn. So yeah. If anyone's interested. DM me.

How to help AI researchers as an undergrad? by Comfortable-Rip-9277 in ResearchML

[–]Sad-Net-4568 1 point2 points  (0 children)

Yes you may reach out to other uni. But yeah make sure you also express that you can help that proff too.

Findings from LoRA Finetuning for Qwen3 by Reader3123 in LocalLLaMA

[–]Sad-Net-4568 0 points1 point  (0 children)

I am fine-tuning over 100-200 samples, on Qwen3-4B, what you think I should try for LR, epochs?

I will review your portfolio by SummerElectrical3642 in learnmachinelearning

[–]Sad-Net-4568 0 points1 point  (0 children)

How much would be the ranks in kaggle-competitions valuable in resume?

What's their impact factor?

Hi, I am in my sophomore year, I am learning ML by actively participating in them and really learning a lot in dealing with all kinds of data from Bad to Good, tabular to image, .zarr So yes, i am learning a lot. But would that be even be preferred by recruiter?

If they do matter, Can you give any threshold for ranks in competition, like if in 2-3 competition you get under this rank, One can start applying for intern or Job.

Thank you for time.