It is definitely worth to watch this video !!! I encountered with many problems trying to make an initial set-up for data science at my new M2 pro laptop.
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I gave up R almost 10 years ago. Although beautiful framework, I had to switch to Python because it gives much more freedom in terms of software engineering and integration into the production environment.
It is a very broad question. Let me try: Benchmarks generation on ml models has to be done on: 1. Identical data 2. With clearly defined validation strategy. If you have enough data - a 3-5 fold cross validation would give more robust results. 3. With the same optimization (loss) function for each model 4. Using default model settings 5. Deploying some kind of hyper parameter grid search and giving each model an equal amount of grid iterations. 6. And a final validation on a holdout set. As a result you should get 4 metrics per each benchmark: - training score - cross-validation score (default model parameters) - cross-validation score (tuned model parameters) - holdout score (tuned model parameters) Hope it helps
That is really cool way to interact on terminal. But it seems I need help. I get- iconv:iconv_open(,-t):Invalid argument Error converting string from to UTF-8 Your help is much appreciated! Blagodaryu zaranee!
@@lifecrunch Hi thanks for your prompt reply! I get it at the end of all steps. I noticed that web search does not function on iTerm, but it does on Terminal.
@@lifecrunch Thank you, this helped when I kept getting an error with doing the input "code" that you showed towards the last part of the video. I appreciate you doing this step by step process.
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It is definitely worth to watch this video !!! I encountered with many problems trying to make an initial set-up for data science at my new M2 pro laptop.
Thanks! The next detailed video on complete Data Science setup is in production. Will be out in a few days.
Congrats! You have been selected for the announced giveaway! Please provide your contact details through the "About" tab on my channel to get your prize.
@@lifecrunch wow ! first time in my life !!!!
bro thanks for such a detailed walk through. it was super helpful as I'm trying to figure out how to set up my computer.
Glad it helped
Great tutorial
Thank you!
Loved It..
Great video! Can you make a video seting up R with vitual environments as well?
I gave up R almost 10 years ago. Although beautiful framework, I had to switch to Python because it gives much more freedom in terms of software engineering and integration into the production environment.
This is a very good tutorial. Thank you!
Glad it was helpful!
For mac tips, we'd appreciate a full clean set up for data science and maybe a what's on my mac video
Great idea! Will do both these videos.
hi sir, can you give me a guide to create research paper; and publish steps; how to generate benchmarks on ml models, thank you
It is a very broad question. Let me try: Benchmarks generation on ml models has to be done on:
1. Identical data
2. With clearly defined validation strategy. If you have enough data - a 3-5 fold cross validation would give more robust results.
3. With the same optimization (loss) function for each model
4. Using default model settings
5. Deploying some kind of hyper parameter grid search and giving each model an equal amount of grid iterations.
6. And a final validation on a holdout set.
As a result you should get 4 metrics per each benchmark:
- training score
- cross-validation score (default model parameters)
- cross-validation score (tuned model parameters)
- holdout score (tuned model parameters)
Hope it helps
In Artificial Intelligence domain, Can you make a video full set up for windows and Mac and Linux
Sir your miss automated completion code in terminal
what do you mean? autocomplete plugin installation and setup is described in the video
That is really cool way to interact on terminal. But it seems I need help. I get-
iconv:iconv_open(,-t):Invalid argument
Error converting string from to UTF-8
Your help is much appreciated! Blagodaryu zaranee!
Hi. Thanks for watching.
At which step do you get this error?
@@lifecrunch Hi thanks for your prompt reply! I get it at the end of all steps.
I noticed that web search does not function on iTerm, but it does on Terminal.
Which command returns this error?
Try to input
source ~/.zshrc
In iterm and then try google search
@@lifecrunch Thank you, this helped when I kept getting an error with doing the input "code" that you showed towards the last part of the video. I appreciate you doing this step by step process.