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LIDA | Automatically Generate Visualization with LLMs | The Future of Data Visualization 

SUNNY BHAVEEN CHANDRA
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🚀 Introducing LIDA - the latest tool from @Microsoft that automatically generates visualizations and infographics from data using large language models like ChatGPT, Llama2, etc. 📊
In this video, we’ll demo LIDA’s features and show you how it can generate (without any programming language) visualization and create stunning graphics. 🎨
LIDA comprises of 4 modules:
1. A SUMMARIZER that converts data into a rich but compact natural language summary. 📝
2. A GOAL EXPLORER that enumerates visualization goals given the data, 🔍
3. A VISGENERATOR that generates, refines, executes, and filters visualization code. 💻
4. An INFOGRAPHER module that yields data-faithful stylized graphics using image generation models. 🖼️ WIP
Chapter -
00:00:56 System Architecture of LIDA.
00:02:00 Quick Demo.
00:03:47 Data Description.
00:04:40 Goal Exploration.
00:05:22 Visualization Generation.
00:08:20 Explanation of the graph generated.
00:09:15 Evaluation of the graph generated.
00:10:08 Generate recommendations.
00:13:54 Local setup.
00:18:56 Start web UI.
00:22:20 Refine or modify the code for the chart using a prompt.
00:23:55 Quick demo of LIDA python package in Jupyter notebook.
Don’t forget to check out LIDA on GitHub! 🔗
microsoft.github.io/lida/
Repo for this demo -
github.com/c17hawke/quickstar...
Follow me for more updates:
* Github: github.com/c17hawke
* LinkedIn: / c17hawke
* Medium: / c17hawke 😊

Опубликовано:

 

25 авг 2023

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Комментарии : 11   
@ro-hit190
@ro-hit190 9 месяцев назад
Neatly explained. Thanks a ton.I Wish you come up with a complete bootcamp on llms and generative AI (paid or in RU-vid) . Thank you once again Sunny sir.
@ahmedtawfeeq1340
@ahmedtawfeeq1340 9 месяцев назад
Waiting for it!!
@user-nw2iu9ll9b
@user-nw2iu9ll9b 9 месяцев назад
Nice
@rameshh3821
@rameshh3821 19 дней назад
Hi. Does this work on a database instead of a simple excel or csv file?
@dangya3481
@dangya3481 Месяц назад
Is it support run on MacOS?
@RafiqReefat1
@RafiqReefat1 7 месяцев назад
How to setup Azure OpenAI? I'm getting an error " Must provide and deployment_id or engine" error. Could you please help me how to pass this as an env var?
@PurushothamReddy-ff6vp
@PurushothamReddy-ff6vp 2 месяца назад
hello, i just wanted to know why the import lida.utils is not loading, i cant run the " return u.plot_raster(charts[0].raster)" please help me with this Thank you!
@skvali3810
@skvali3810 9 месяцев назад
Hi bro can we know what kind of playlists we can expect from your RU-vid channel in the future. What is the next pipeline playlist and can we have a video about your motivation to come to youtube
@c17hawke
@c17hawke 9 месяцев назад
While Python is my primary focus as of now, I'm also looking into MLOps and Large Language Models (LLMs). I'm currently exploring recent advancements and the core concepts in these areas. The main aim of this channel is to share my knowledge on AI, as I firmly believe that sharing knowledge leads to growth. As Richard Feynman once said, 'If you can't explain something to a first year student, then you haven't really understood.' This underscores my belief that teaching not only benefits the learner, but also deepens my own understanding. 😊
@arkodeepchatterjee
@arkodeepchatterjee 7 месяцев назад
please make video on how to setup in cloud
@arkodeepchatterjee
@arkodeepchatterjee 7 месяцев назад
please make a tutorial on how to run webui in colab or cloud
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