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
Пікірлер: 80
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
Жыл бұрын
Thank you Luke! Ooh Copilot Chat sounds cool too 😃
@FaruqAtilola
Жыл бұрын
I scrolled down to search for your comment Luke 😁 Great video Thu!
Another awesome video Thu Vu! All the information that you condense and present to us in a single video is commendable.🙌
I love how you break down complex concepts into easy-to-understand steps. Your videos are a true asset to the programming community.✨👀
@Thuvu5
Жыл бұрын
Aw much appreciate your encouraging comment ❤️
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
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
Жыл бұрын
@@Thuvu5 Will say hello to you next time for sure! Thanks once again 🤓
Really high quality videos! Keep up the good work Thun
this was awesome, thank you for the video!
Just what I needed. Thank you.
Thank you for another much anticipated instalment, always top quality content
@Thuvu5
Жыл бұрын
You're very welcome! 🤩👋 Thanks for tuning in!
Very infomative and helpful, thank you.
Thank you for this video, it's just what I needed 😊 Keep making these please, you are very important for the data community
@Thuvu5
Жыл бұрын
I'm glad it was helpful! Thanks Jorge for the kind words, really appreciate it 🙌🏽
Many thanks for the informative content ✨
Super helpful! Followed step by step and worked like a charm
@Thuvu5
Жыл бұрын
Woa I'm super glad to hear it 🙌🏽
Great video! one of your best's.
Great video. Really educational😊
Thanks, always enjoying your videos.
@Thuvu5
Жыл бұрын
Thank you so much!
Thanks Thu Vu. I'm starting a 1 year bootcamp ML Engineer. This will help.😊
Thanks for this helpful video, great work as always :)
@Thuvu5
Жыл бұрын
Thank you for tuning in, Robert! 🤗
Cool features! I believe that over the coming years more automation tools powered by AI will be integrated in IDEs!
Thanks 🙏
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 .
OMG you look so good in thumnail robotic version
Thank you, copilot has helped me catch up to where I wish to be. M
This is coool!!!.
Thank you Thu Vu :-)
Thanks madam ❤❤❤
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?
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
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
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.
Thank you very much. Really informative video! Could you please share the name of the book in minute 5:03?
Nice share
thanks for the useful video! sooo even if loading locally sensitive data with jupyter notebook, it's still risky to use jupyter ai plugin?
Love this. Is there anything similar for R?
@Thuvu5
Жыл бұрын
Hey Austin, unfortunately I haven't seen anything similar for R
How to you modify generated notebooks?
QQ - is it possible to provide custom inference endpoints here. Instead of chatgpt, I want to use my own trained llm in jupyter lab?
comparing jupyter-ai to genai extension, which do you think is better?
Sorry for the off-topic question, is it possible to work freelancer as data engineer?
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?
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
Жыл бұрын
I'm using FCP for editing, and yes sometimes I use greenscreen for some special effects :)
@elghark
Жыл бұрын
@@Thuvu5 Final Cut Pro... yeah I forgot you're an Apple user🙃
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
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
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 👍
❤
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
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
Жыл бұрын
Even if it's a small project, i use conda.. I just don't wanna see your pillow is missing and stuff..
Hi Thu Vu , When I am trying to download miniconda it says permission denied
can you make a video about how to set up and use copliot for students? Thanks a lot!!!!
@Thuvu5
Жыл бұрын
I just applied for the Student developer pack and then Github Copilot is free to use :)
@SuperMeiMei
Жыл бұрын
@@Thuvu5 Thanks for your reply! i just got approved and start using it !
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
Жыл бұрын
Is it really ?
@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.
I get Module errors now matter how closely I follow along.
I don't think we can safely use these OpenAI toold when using company's data.
Hello teacher Thu, my jupyter server is 1.18.1, I wonder how to change to 2.x version. Thank you very much
@Thuvu5
Жыл бұрын
Hi Quan, you can upgrade it, please take a look at the documentation of Jupyter AI :)
Nice robotic intro opening.
@Thuvu5
Жыл бұрын
Ikr :)
Can we use another language like spanish?
@Thuvu5
Жыл бұрын
I think you can!
Will these generative Ai tools make data analysts and data scientists out of job in the future?
Cant afford to pay APIs
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.
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