Automate Machine Learning with ChatGPT

  Рет қаралды 34,043

Dave Ebbelaar

Dave Ebbelaar

Жыл бұрын

Learn how you can save hours of time on your machine learning and data science projects.
👉🏻 Link to document docs.datalumina.io/bJhyeJ4lHG...
If you find this video helpful, consider subscribing ‪@daveebbelaar‬

Пікірлер: 51
@i.zhirnov
@i.zhirnov Жыл бұрын
I believe this is a perfect example of the ChatGPT complementing the work of a Data Scientist, you need to know what to ask, right. Thank you, Dave.
@daveebbelaar
@daveebbelaar Жыл бұрын
Thanks Ivan, and exactly! Exciting times ahead.
@ofelipe.amorim
@ofelipe.amorim Жыл бұрын
I couldn’t agree more!!
@Moiez101
@Moiez101 Жыл бұрын
and not just ask, but know when the results/answer actually make sense as I've gotten incorrect answers from chat gpt before when I asked it to perform some stats for me.
@shaktisingh3864
@shaktisingh3864 Жыл бұрын
You've said it right! Knowing how to ask right questions to AI is going to be the most in-demand skill.
@ofelipe.amorim
@ofelipe.amorim Жыл бұрын
Man I resonated so much with the excitement, I was looking EXACLY for THIS video
@MeshRoun
@MeshRoun Жыл бұрын
I very much enjoyed the video, thank you for sharing!
@israelazoulay7643
@israelazoulay7643 5 ай бұрын
Nice job and great video bro! Continue like this, appreciate it! However, I think there is an error in your code which significantly affects your model performance and accuracy making it of 85%, since you are supposed to split your dataset into training and testing sets before applying any transformations including the 'get_dummies()' method for handling categorical variables, because otherwise you cause a data leakage - where information from the test set inadvertently influences the training process, leading to overly optimistic performance estimates. And indeed, if you will restructure the process of your code and make the changes I described above, you will probably notice a significant lower accuracy of your model, reflecting real world cases.
@axel_r_
@axel_r_ Жыл бұрын
This has changed the game entirely. From now on, schools should teach students how to use this AI and how to maximise desired outcomes of any known and unknown achievements. I will never be able to program anything without this AI again 😅
@daveebbelaar
@daveebbelaar Жыл бұрын
Haha yea same, It's so good right!
@axel_r_
@axel_r_ Жыл бұрын
From "Data Science" to "Question Science"
@FranciscoJavierJerez
@FranciscoJavierJerez 9 ай бұрын
Thanks for sharing 🙏
@ionwhy2561
@ionwhy2561 Жыл бұрын
It make your work more efficient!!
@vocabularybytesbypriyankgo1558
@vocabularybytesbypriyankgo1558 Жыл бұрын
Great !!
@jimmytorres4181
@jimmytorres4181 Жыл бұрын
Can you make a video about how to be a freelance data scientis? How did you get started? Recommendations, how to get clients and how to actually concrete a business and general stuff like that. It'd be amazing
@TheAnonJohn
@TheAnonJohn Жыл бұрын
Great video, you are just what I was looking for
@daveebbelaar
@daveebbelaar Жыл бұрын
Glad I can help!
@amirgharavi8820
@amirgharavi8820 Жыл бұрын
Awesome. Thank you 👋👋👋👋👋
@daveebbelaar
@daveebbelaar Жыл бұрын
You're welcome!
@ingluissantana
@ingluissantana Жыл бұрын
this is just great!!! Thanks!!!
@daveebbelaar
@daveebbelaar Жыл бұрын
You're welcome! 🙌🏻
@alifiaz7792
@alifiaz7792 Жыл бұрын
Great work, very informative video.
@daveebbelaar
@daveebbelaar Жыл бұрын
Thanks Ali!
@jesuszelayac
@jesuszelayac Жыл бұрын
Such a great example !
@daveebbelaar
@daveebbelaar Жыл бұрын
Thanks!
@MyBrianBailey
@MyBrianBailey Жыл бұрын
Great tutorial - would just do all of this out of colab imo
@u123123123123123
@u123123123123123 Жыл бұрын
thank you
@LichtMoo
@LichtMoo Жыл бұрын
Nice work!! Is there a chance to download your final script as well ?
@rakshitmaggon9671
@rakshitmaggon9671 Жыл бұрын
Great
@youssefadel4685
@youssefadel4685 Жыл бұрын
Please make episode about ci/cd in data science
@datanash8200
@datanash8200 Жыл бұрын
Great vid as always 🙌, definitely been using gpt a lot at work
@daveebbelaar
@daveebbelaar Жыл бұрын
Thanks Nash, don't tell the managers haha 🤫
@seyhava3513
@seyhava3513 2 ай бұрын
It is a great video but can I get the link to see your prompt on chatgpt since when you prompt, it so fast and I can't see all of your prompt.
@Theraisinkiller
@Theraisinkiller Жыл бұрын
goeie video man
@daveebbelaar
@daveebbelaar Жыл бұрын
Thanks!! 🙏🏻
@tonypham86
@tonypham86 Жыл бұрын
Can you make a video on how to to deploy the model and make predictions. Thank you great video.
@daveebbelaar
@daveebbelaar Жыл бұрын
Hi Tony, yes I am going to make videos about that ;)
@kunalkumbhar3215
@kunalkumbhar3215 Жыл бұрын
Hi Dave, Wouldn't it be possible for the client himself to do things with ChatGPT if things became too simple?
@daveebbelaar
@daveebbelaar Жыл бұрын
Hi Kunal, AI is definitely going to have an impact on the way we work, for all industries. But I like the example of accountants, who theoretically could have been replaced by software automation many years ago. However, we still need accountants for their expert judgement and specific knowledge to solve problems. I think the same will happen to Data Analytics/Science. It will be a tool for us to work faster and take on more projects.
@haarTrick
@haarTrick 7 ай бұрын
Why would I create machine learnin model ?
@josephpark3949
@josephpark3949 5 ай бұрын
which chatgpt is this?
@user-bu6qr9ep7b
@user-bu6qr9ep7b Жыл бұрын
Yo just months ago this would’ve been a 2 hr tutorial broken up into a playlist
@tomkmb4120
@tomkmb4120 Жыл бұрын
bit weird, I was following along with this tutorial and when evaluating the best model to go with I got these results - Model: Ridge Regression Mean Squared Error: 51.64 R-squared: 0.80 ------------------------------- Model: Random Forest Mean Squared Error: 54.34 R-squared: 0.79 ------------------------------- Model: Gradient Boosting Mean Squared Error: 51.61 R-squared: 0.80 ------------------------------- Model: Support Vector Machine Mean Squared Error: 59.99 R-squared: 0.77 ------------------------------- Model: K-Nearest Neighbors Mean Squared Error: 68.27 R-squared: 0.74 ------------------------------- Gradient Boosting is the slight favourite, next I followed along with the tuning Hyperparameters with a grid search etc exactly as written in the video and I ended up getting a worse accuracy? Best Model: GradientBoostingRegressor(learning_rate=0.01, n_estimators=50, random_state=42) Best Mean Squared Error: 148.50 Best R-squared: 0.38 What's happened there?!
@akitosohmasama1338
@akitosohmasama1338 Жыл бұрын
hi dave. please share the tutorial about using python with visual studio code like this video, plus python environment setting and interface result. I wanna create machine learning codes using VSC too🙏🏻🙏🏻 thanks
@daveebbelaar
@daveebbelaar Жыл бұрын
Hi Lani, you can check out the tutorial here: kzfaq.info/get/bejne/sNucerCKzJbaZok.html
@akitosohmasama1338
@akitosohmasama1338 Жыл бұрын
@@daveebbelaar awesome. thank youuu Dave! 🚴‍♂️
@billie87aj1
@billie87aj1 3 ай бұрын
Ciao, sono Alessandro un personal Trainer e vorrei che tu mi aiutassi a sviluppare un GPTs che riesca a programmare in modo ottimale gli allenamenti in modo personalizzato per i miei clienti, basandosi solo sul mio materiale di studio. Fornendo le giuste progressioni, voglio che in base a quello che gli dico (anamnesi del soggetto) lui riesca a sviluppare un ottimo programma come faccio io così da aiutarmi ad essere più efficiente nel mio lavoro.
@SnoopyDoopyz
@SnoopyDoopyz Жыл бұрын
my python sucks balls; however I do have a masters degree in data sci (good grade too); do people think its cheating or will look stupid I I start issuing chat gpt to do most of my code at work; and people can see? I mean I know the theory and what to ask and edit code when required??? thoughts!!
@daveebbelaar
@daveebbelaar Жыл бұрын
Not at all! Use the tool to help you out and learn. As you work with it, you'll get a better understanding of Python. You can just ask it to explain the code as well. In my opinion, the best way to learn python for data science right now is to do projects slightly out of your comfort zone with the help of ChatGPT and GitHub Copilot.
@jonathanvaknin8760
@jonathanvaknin8760 Жыл бұрын
As a data scientist There are way too many errors in approach here, when you work on real world data rather than showing a tutorial on curated data 1. No EDA, you just dove right in to a model Initial eda is crucial to understand what is wrong with the data and how it behaves 2. Leaky Fit-transform of dummy variables, and very little preprocessing overall 3. Tuning the best un-tuned model is not necessarily the best model overall Many models can be very bad untuned and drastically better when properly tuned Chat gpt is a powerful tool that can drastically improve the workflow of any industry But, as shown here, you always need to ask the right questions and keep checking your flow in order to get the best results
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