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
================================
📖 Google Advanced Data Analytics Certificate 👉 imp.i384100.net/anK9zZ
📖 Google Data Analytics Certificate 👉 imp.i384100.net/15v9y6
📖 Learn SQL Basics for Data Science Specialization 👉 imp.i384100.net/AovPnJ
📖 Excel Skills for Business 👉 coursera.pxf.io/doPaoy
📖 Machine Learning Specialization 👉 imp.i384100.net/RyjykN
📖 Data Visualization with Tableau Specialization 👉imp.i384100.net/n15XWR
📖 Deep Learning Specialization 👉 imp.i384100.net/zavBA0
📖 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

[@LukeBarousse]

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]

Thank you Luke! Ooh Copilot Chat sounds cool too 😃

[@FaruqAtilola]

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

[@MyCodingDiarie]

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

[@Thuvu5]

Aw much appreciate your encouraging comment ❤️

[@konradnoises]

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 KZbin 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]

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]

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

[@princeganer404]

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

[@jorgeolivera9095]

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

[@Thuvu5]

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

[@royjones1053]

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

[@Thuvu5]

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

[@narangfamily7668]

Really high quality videos! Keep up the good work Thun

[@thirdanonymousacc]

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

[@Thuvu5]

Woa I'm super glad to hear it 🙌🏽

[@steve_p]

this was awesome, thank you for the video!

[@OdileAstrid]

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

[@etienneb4403]

Thanks, always enjoying your videos.

[@Thuvu5]

Thank you so much!

[@casmofable]

Just what I needed. Thank you.

[@wajih.empowering.students]

Very infomative and helpful, thank you.

[@eulerthegreatestofall147]

Great video! one of your best's.

[@wesleymarcusodiar9385]

Great video. Really educational😊

[@h2devilgamer499]

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

[@binarystar4947]

Many thanks for the informative content ✨

[@have2148]

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

[@Thuvu5]

Thank you for tuning in, Robert! 🤗

[@BillyT83]

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

[@dullfire8140]

OMG you look so good in thumnail robotic version

[@michaelwickerson4862]

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

[@jimcallahan448]

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]

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

[@CentralPandita]

Thanks 🙏

[@MrGbruges]

Thank you Thu Vu :-)

[@MichealAngeloArts]

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?

[@aelabassi97]

This is coool!!!.

[@mfarah9231]

Thanks madam ❤❤❤

[@WCKon]

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.

[@karinahulka1486]

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

[@salehabuzir5642]

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

[@zooni43]

Nice share

[@Hecticam]

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

[@analytic_austin]

Love this. Is there anything similar for R?

[@Thuvu5]

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

[@SuccessMindset2180]

How to you modify generated notebooks?

[@tTiger-kz3ly]

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

[@himsgpt]

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

[@hoatran-lv5rj]

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]

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]

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

[@elghark]

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

[@prashkd7684]

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]

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]

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

[@stevegreaves5741]

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

[@mkyz1084]

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

[@ahoudouidrissou8491]

❤

[@HoangNguyen-ki8ne]

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]

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 👍

[@muhammadzakiahmad8069]

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

[@SuperMeiMei]

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

[@Thuvu5]

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

[@SuperMeiMei]

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

[@6lack5ushi]

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]

Is it really ?

[@TheRockroll2]

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

[@QuanTran-ej3jh]

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

[@Thuvu5]

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

[@hris2570]

Nice robotic intro opening.

[@Thuvu5]

Ikr :)

[@mmmmmmmmmm710]

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

[@hansrc4469]

Can we use another language like spanish?

[@Thuvu5]

I think you can!

[@LearnwithAnaN]

Cant afford to pay APIs

[@mfc8135]

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]

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