ChatGPT + Jupyter Notebook = Mindblowing! 🤩

⚙️ Jupyter AI 👉 jupyter-ai.readthedocs.io/en/...
🤖 GitHub Copilot 👉 github.com/features/copilot
🤗 StarCoder (HuggingFace) 👉 github.com/bigcode-project/st...
🌳 Amazon CodeWhisperer 👉aws.amazon.com/codewhisperer/
Hi everyone, in today's video I'm making a deepdive into how to use generative AI tools inside Jupyter Notebook 🤩. These tools can help you speed up the data wrangling and explorative analysis process, and let you focus on the more important analyses. However, these tools are not (yet) perfect and there are several concerns, which I also discussed later in the video. Hope this video is helpful! Thank you for watching 😇.
🔑 TIMESTAMPS
================================
0:00 - Intro
0:44 - JupyterAI extension - Installation
3:10 - Magics (JupyterAI)
5:05 - Chat interface (JupyterAI)
6:34 - Generate notebooks (JupyterAI)
7:18 - Embedding local data (JupyterAI)
8:34 - GitHub Copilot
10:22 - Amazon CodeWhisperer
10:38 - StarCoder (HuggingFace)
11:08 - Concerns with generative AI coding tools.
👩🏻‍💻 COURSES & RESOURCES
================================
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📖 Mathematics for Machine Learning and Data Science Specialization 👉 imp.i384100.net/LXK0gj
📖 Applied Data Science with Python 👉 imp.i384100.net/gbxOqv
🙋🏻‍♀️ LET'S CONNECT!
================================
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Edited with Gling: gling.ai
#machinelearning #datascience #ThuVu #dataanalytics

Пікірлер: 80

  • @LukeBarousse
    @LukeBarousse Жыл бұрын

    Love this use of AI in a Jupyter notebook! I've been testing out Copilot Chat (Beta) in VS Code and it's been saving sooooooooo much time; so glad you shared these here!!

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    Thank you Luke! Ooh Copilot Chat sounds cool too 😃

  • @FaruqAtilola

    @FaruqAtilola

    Жыл бұрын

    I scrolled down to search for your comment Luke 😁 Great video Thu!

  • @princeganer404
    @princeganer404 Жыл бұрын

    Another awesome video Thu Vu! All the information that you condense and present to us in a single video is commendable.🙌

  • @MyCodingDiarie
    @MyCodingDiarie Жыл бұрын

    I love how you break down complex concepts into easy-to-understand steps. Your videos are a true asset to the programming community.✨👀

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    Aw much appreciate your encouraging comment ❤️

  • @konradnoises
    @konradnoises Жыл бұрын

    Hey, I just wanted to thank you! I’ve landed a transitioning job as a Data Analyst because of a study case that I did using your KZread API project as a base. 🤓 I saw you at the vondelpark this weekend, and I almost went there to thank you in person (but felt like that was your relax time; so best not to take that from you 😂). Anyway, thank you for your efforts, and your dedication to make this knowledge so accessible. Keep up!

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    Wow how amazing!! Huge congrats to you on the new job! 🎉🎉 AND it was crazy that you saw me at the park the other day! 😅 That was really thoughtful of you, but really I would've loved to speak to you and say congrats in person 😇🙌🏽

  • @konradnoises

    @konradnoises

    Жыл бұрын

    @@Thuvu5 Will say hello to you next time for sure! Thanks once again 🤓

  • @narangfamily7668
    @narangfamily766811 ай бұрын

    Really high quality videos! Keep up the good work Thun

  • @steve_p
    @steve_p Жыл бұрын

    this was awesome, thank you for the video!

  • @casmofable
    @casmofable11 ай бұрын

    Just what I needed. Thank you.

  • @royjones1053
    @royjones1053 Жыл бұрын

    Thank you for another much anticipated instalment, always top quality content

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    You're very welcome! 🤩👋 Thanks for tuning in!

  • @wajih.empowering.students
    @wajih.empowering.students Жыл бұрын

    Very infomative and helpful, thank you.

  • @jorgeolivera9095
    @jorgeolivera9095 Жыл бұрын

    Thank you for this video, it's just what I needed 😊 Keep making these please, you are very important for the data community

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    I'm glad it was helpful! Thanks Jorge for the kind words, really appreciate it 🙌🏽

  • @binarystar4947
    @binarystar4947 Жыл бұрын

    Many thanks for the informative content ✨

  • @thirdanonymousacc
    @thirdanonymousacc Жыл бұрын

    Super helpful! Followed step by step and worked like a charm

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    Woa I'm super glad to hear it 🙌🏽

  • @eulerthegreatestofall147
    @eulerthegreatestofall147 Жыл бұрын

    Great video! one of your best's.

  • @wesleymarcusodiar9385
    @wesleymarcusodiar93859 ай бұрын

    Great video. Really educational😊

  • @etienneb4403
    @etienneb4403 Жыл бұрын

    Thanks, always enjoying your videos.

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    Thank you so much!

  • @OdileAstrid
    @OdileAstrid Жыл бұрын

    Thanks Thu Vu. I'm starting a 1 year bootcamp ML Engineer. This will help.😊

  • @have2148
    @have2148 Жыл бұрын

    Thanks for this helpful video, great work as always :)

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    Thank you for tuning in, Robert! 🤗

  • @BillyT83
    @BillyT83 Жыл бұрын

    Cool features! I believe that over the coming years more automation tools powered by AI will be integrated in IDEs!

  • @CentralPandita
    @CentralPanditaАй бұрын

    Thanks 🙏

  • @h2devilgamer499
    @h2devilgamer4993 ай бұрын

    Your dedication to freely sharing data science knowledge on KZread is truly inspiring. Thank you for empowering countless learners with your valuable tutorials and making data science accessible to all .

  • @dullfire8140
    @dullfire8140 Жыл бұрын

    OMG you look so good in thumnail robotic version

  • @michaelwickerson4862
    @michaelwickerson4862 Жыл бұрын

    Thank you, copilot has helped me catch up to where I wish to be. M

  • @aelabassi97
    @aelabassi97 Жыл бұрын

    This is coool!!!.

  • @MrGbruges
    @MrGbruges8 ай бұрын

    Thank you Thu Vu :-)

  • @mfarah9231
    @mfarah92312 ай бұрын

    Thanks madam ❤❤❤

  • @MichealAngeloArts
    @MichealAngeloArts Жыл бұрын

    That's amazing!! I haven't heard of Jupyter AI and that's exactly what I was looking for instead of copying my code between Jupyter and VScode to use the CodeGPT extension everytime I want to use GPT 🤣Do you know if Jupyter AI works with AWS CodeWhisperer and/or HuggingFace StarCoder? Or may be there are other special Jupyter-based libraries for these tools?

  • @jimcallahan448
    @jimcallahan448 Жыл бұрын

    Fantastic video breaking down in simple terms and examples for what for me is a cutting edge topic. I was surprised by getting a typeset Bayes formula. I was impressed by using code comments as prompts -- great for "I know how to do it in R, how do I do it in Python?" moments. Or for doing a similar analysis (in the same language) to a new data set. Does StarCoder send information? Or does it run completely locally?

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    Hey Jim, glad to hear it was useful! As far as I know, StarCoder model can be downloaded and used locally, as this article described huggingface.co/blog/starchat-alpha

  • @WCKon
    @WCKon3 ай бұрын

    Hi Thu Vu, thank you very much for creating such a wonderful video. Just watched it and also got attracted to the book you showed in the video (4:58). Can you please share the title of the book here? Thanks.

  • @salehabuzir5642
    @salehabuzir56423 ай бұрын

    Thank you very much. Really informative video! Could you please share the name of the book in minute 5:03?

  • @zooni43
    @zooni43 Жыл бұрын

    Nice share

  • @karinahulka1486
    @karinahulka1486 Жыл бұрын

    thanks for the useful video! sooo even if loading locally sensitive data with jupyter notebook, it's still risky to use jupyter ai plugin?

  • @analytic_austin
    @analytic_austin Жыл бұрын

    Love this. Is there anything similar for R?

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    Hey Austin, unfortunately I haven't seen anything similar for R

  • @SuccessMindset2180
    @SuccessMindset2180Ай бұрын

    How to you modify generated notebooks?

  • @himsgpt
    @himsgpt11 ай бұрын

    QQ - is it possible to provide custom inference endpoints here. Instead of chatgpt, I want to use my own trained llm in jupyter lab?

  • @Hecticam
    @Hecticam Жыл бұрын

    comparing jupyter-ai to genai extension, which do you think is better?

  • @tTiger-kz3ly
    @tTiger-kz3ly Жыл бұрын

    Sorry for the off-topic question, is it possible to work freelancer as data engineer?

  • @hoatran-lv5rj
    @hoatran-lv5rj4 ай бұрын

    Thanks for sharing your knowledge with us. I try follow your instructions closely, but when I type in the cell "%ai chatgpt Please write a Python function ...". I got err; "SyntaxError: invalid syntax" right after 'Please'. Anybody has ideas?

  • @elghark
    @elghark Жыл бұрын

    Hi Thu Vu, I think it's time to ask you when you're gonna make a tutorial about " How I make my videos" 😉. I mean, I've just started learning something about editing and capturing screens but I honestly don't know if you're using Adobe rather than DaVinci,Camtasia, Adobe After Effects etc. Your video are perfect even for lights and i doubt you're using a fake background (with green screen)

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    I'm using FCP for editing, and yes sometimes I use greenscreen for some special effects :)

  • @elghark

    @elghark

    Жыл бұрын

    @@Thuvu5 Final Cut Pro... yeah I forgot you're an Apple user🙃

  • @stevegreaves5741
    @stevegreaves574111 ай бұрын

    I tried the Jupyter approach but could not use the API as Open-AI said my trial period was over and I need to pay. I had used the API once before. So it's not really free or am I missing something

  • @HoangNguyen-ki8ne
    @HoangNguyen-ki8ne Жыл бұрын

    Em chào chị, em hiện tại đang học năm 3 ngành tại trường đại học UEH tại VN. Em đã tự học DS được 4 tháng nhưng thấy vẫn còn quá nhiều kiến thức để học. Chị nghĩ như thế nào nếu em học thêm chương trình song ngành Data Science để có được kiến thức cũng như 1 tấm bằng ĐH để có nhiều cơ hội hơn. Em rất phân vân và thời gian mình bỏ ra giữa đi học tại trường và tự học các nguồn trên mạng. Mong chị hãy giúp em đưa ra lời khuyên ạ. Em cảm ơn chị!

  • @heritage1834

    @heritage1834

    5 ай бұрын

    I can absolutely relate. I am also self-studying DS while being a 3rd year major in uni 😂. While I can't give advice about taking a double major in DS, I will share a strategy I have been using. So what I basically do is treat DS as one of the courses I am taking. I have it included in my both my course timetable and reading timetable (when I work on projects) . This helps me a great deal so that I don't feel I am "neglecting one for the other". About the feeling of having a lot to learn... YES THERE'S A LOT TO LEARN 😅😅 but once you're well grounded in the basics, it's gets easier. DS is more of knowing what to do and what questions to ask with your data 👍

  • @ahoudouidrissou8491
    @ahoudouidrissou8491 Жыл бұрын

  • @prashkd7684
    @prashkd7684 Жыл бұрын

    What's the advantage of using conda as an additional layer for your jupyterlab when you can install it directly from pip ? Some say its preferred package manager for data scientists but all the ML libraries that I've come across can be installed using pip.

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    I don’t think there’s much difference between the two, but sometimes there might be some small differences in packages that could cause issues

  • @laxmanacharykokkonda7894

    @laxmanacharykokkonda7894

    Жыл бұрын

    Even if it's a small project, i use conda.. I just don't wanna see your pillow is missing and stuff..

  • @mkyz1084
    @mkyz1084 Жыл бұрын

    Hi Thu Vu , When I am trying to download miniconda it says permission denied

  • @SuperMeiMei
    @SuperMeiMei Жыл бұрын

    can you make a video about how to set up and use copliot for students? Thanks a lot!!!!

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    I just applied for the Student developer pack and then Github Copilot is free to use :)

  • @SuperMeiMei

    @SuperMeiMei

    Жыл бұрын

    @@Thuvu5 Thanks for your reply! i just got approved and start using it !

  • @6lack5ushi
    @6lack5ushi Жыл бұрын

    The problem with this is the difference between GPT3.5 which is what most people have API access to and GPT4.0 which is a programming God

  • @olcaybolat3452

    @olcaybolat3452

    Жыл бұрын

    Is it really ?

  • @TheRockroll2

    @TheRockroll2

    Жыл бұрын

    ​@@olcaybolat3452 it's OK. It still makes mistakes, just less and has a better time understanding what you're asking of it.

  • @joshbee1274
    @joshbee12745 күн бұрын

    I get Module errors now matter how closely I follow along.

  • @muhammadzakiahmad8069
    @muhammadzakiahmad806910 ай бұрын

    I don't think we can safely use these OpenAI toold when using company's data.

  • @QuanTran-ej3jh
    @QuanTran-ej3jh Жыл бұрын

    Hello teacher Thu, my jupyter server is 1.18.1, I wonder how to change to 2.x version. Thank you very much

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    Hi Quan, you can upgrade it, please take a look at the documentation of Jupyter AI :)

  • @hris2570
    @hris2570 Жыл бұрын

    Nice robotic intro opening.

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    Ikr :)

  • @hansrc4469
    @hansrc4469 Жыл бұрын

    Can we use another language like spanish?

  • @Thuvu5

    @Thuvu5

    Жыл бұрын

    I think you can!

  • @mmmmmmmmmm710
    @mmmmmmmmmm710 Жыл бұрын

    Will these generative Ai tools make data analysts and data scientists out of job in the future?

  • @LearnwithAnnaN
    @LearnwithAnnaN6 ай бұрын

    Cant afford to pay APIs

  • @mfc8135
    @mfc81354 ай бұрын

    Garbage, just use Cursor(Code editor based on vs code with built-in AI utilities) with notebook extention, you can you ANY language model(with also gpt-3.5 or 4) for free, that means you dont waste money by adding your api key.

  • @manmoncang
    @manmoncang Жыл бұрын

    RateLimitError: You exceeded your current quota, please check your plan and billing details. Need to subscribe.