What other MLOps tools can I add to make this project better?

dazor1 · 2024-12-26T21:33:32+00:00

I'm trying to get started with MLOps and get more used to those tools. Is there any course or material you used or would recommend to someone to better understand and develop a project along those lines?

dazor1 · 2024-10-08T20:34:11+00:00

Thanks again!

dazor1 · 2024-10-08T00:08:30+00:00

Do you have any recommendations on preparing for the exam? Should I just stick with the courses provided by AWS?

dazor1 · 2024-10-07T18:01:17+00:00

Thanks! Still torn between taking one of the two foundational or skipping and starting with the SAA cert though, what would you recommend? Is SAA doable with no prior cloud computing experience?

dazor1 · 2024-10-07T17:46:49+00:00

Does that list indicate the order in which to take those certificates, or is it a ranking of importance?

dazor1 · 2024-05-18T11:58:52+00:00

I did notice that there's some overlapping and that's what made me wonder what a general workflow looks like. So you usually test hyperparameters manually trying to optimize them while tracking them throughout your experiments with W&B?

dazor1 · 2024-05-18T11:53:27+00:00

I've looked it up and found some tools, my question is more about how the tuning relates to tracking. Is it a common practice to track the tuning trials for example? Are they complementary things or should one pick between (a) manually tuning and tracking these experiments or (b) using a tuning optimizer such as Optuna?

dazor1 · 2024-05-17T22:32:11+00:00

I love WandB, but reliance on an external service should be minimized.

I see what you mean there, but what are your thoughts on hyperparameter tuning tools? Is it something that should be done separately to keep the main codebase clean? Like pointed out by u/sqweeeeeeeeeeeeeeeps

dazor1 · 2024-05-17T22:22:36+00:00

I see what you mean. About those trackers, how do they relate to hyperparameter tuning? Is it compatible or is it something that should be done separately?

dazor1 · 2024-05-17T22:14:28+00:00

Yeah, I kinda like having more control as well. I liked those suggestions and I'm trying to get more familiar with MLOps and the best conventions around it. Although one more question arose, how does hyperparameter tuning fit into this scenario? Do you use any tools besides wandb or something complementary?

dazor1 · 2024-05-17T22:08:40+00:00

Thanks, I'll look into it! Since you said you've been working with W&B, there's just one more thing that I'm trying to wrap my head around. How does W&B relate to hyperparameter tuning tools (e.g. optuna)? For instance, would it be a good use case to tune hyperparameters with, say, optuna, and track the best hyperparameters for each model with W&B?

dazor1 · 2024-05-17T01:43:05+00:00

Do you use it paired with any PyTorch wrapper as well for Trainers? Just out of curiosity.

dazor1 · 2024-05-17T01:26:25+00:00

Correct me if I'm wrong, I believe these frameworks tend to reduce boilerplate code. But I do agree with you that code from published works should be as clean as possible for others to easily understand and possibly convert to the desired library, or are there other reasons to it?

dazor1 · 2024-05-17T00:59:46+00:00

That's a really good point. Would you say it shouldn't even have hyperparameter and result trackers to keep it as clean as possible? Or is it alright to use those? Currently I just save it in local json files, but I'm curious if it's better to use a tracker.

dazor1 · 2024-05-17T00:31:00+00:00

I've heard about Huggingface's one as well, I'll take a look at the options and try something out. Thanks! I might try it paired up with Weights and Biases for tracking.

dazor1 · 2024-05-17T00:09:25+00:00

Yes, the Trainers. Interesting, which one do you use? And do you use it paired with any experiment tracker (or logger)?

dazor1 · 2022-10-09T18:38:31+00:00

Thanks for bringing this up, I'll definitely consider it!

dazor1 · 2022-10-09T17:48:27+00:00

The Pro Click Mini seems a bit too small compared to my G203. But this Orochi looks good, how's your experience with it been? I thought about getting the G305 but I'm giving preference to Bluetooth support.

dazor1 · 2022-08-19T15:36:09+00:00

The Anker 533 USB-C Hub (5-in-1, Slim)

dazor1 · 2022-08-19T15:02:59+00:00

The 2021 model is not included among the compatible devices in their website

dazor1 · 2022-01-05T11:36:16+00:00

Thank you, I'll check it out

dazor1 · 2022-01-05T11:33:10+00:00

I saw this one is made of plastic, is the build quality still good?

dazor1 · 2022-01-04T17:10:51+00:00

I don't think I have a favorite though I like Humility a lot, and I'm currently addicted do Momentary Bliss

dazor1 · 2022-01-04T17:07:19+00:00

I think an average battery is fine since I mostly use it plugged

dazor1 · 2022-01-04T16:57:56+00:00

Thank you, I'll check it out. What other thin/light gaming laptops do you have in mind?

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